import pandas as pd
import numpy as np
from statsmodels.tsa.ar_model import AutoReg
pd.options.mode.chained_assignment = None # default='warn'
# holidays on which NASDAQ is open
banking_holidays = [
'2019-10-14', # Columbus Day
'2019-11-11', # Veterans Day
'2019-11-29', # Friday after Thanksgiving
'2019-12-31', # Dec 31
'2020-10-12', # Columbus Day
'2020-11-11', # Veterans Day
'2020-11-27', # Friday after Thanksgiving
'2020-12-31', # Dec 31
]
Problem statement. The goal of this homework is to familiarize students with their choice of either time series prediction methods or generative adversarial networks via performing mini research projects. To get full credit, you need to submit solution to either Problem A (time series prediction methods) or Problem B (generative adversarial networks) described below - not both! Both Problems A and B assume some independent reading and literature research - lecture notes as well as papers provided in the syllabus will be helpful; Problem B assumes independent study of Pytorch or Tensorflow packages for training neural networks (it is only required for extra credit in Problem A). Below are the instructions how to install Pytorch locally and some Pytorch tutorials; similarly, instructions how to install Tensorflow locally and some Tensorflow tutorials.
Problem A. Financial time series prediction (100 points)
tickers_list = ['AMZN', 'GOOG', 'AAL', 'NCLH']
tickers_df = {}
for ticker in tickers_list:
tickers_df[ticker] = yf.download(tickers=[ticker], start="2016-01-01",end="2020-12-31", interval="1d")
[*********************100%***********************] 1 of 1 completed [*********************100%***********************] 1 of 1 completed [*********************100%***********************] 1 of 1 completed [*********************100%***********************] 1 of 1 completed
tickers_df['AMZN'].tail()
| Open | High | Low | Close | Adj Close | Volume | |
|---|---|---|---|---|---|---|
| Date | ||||||
| 2020-12-23 | 160.250000 | 160.506500 | 159.208496 | 159.263504 | 159.263504 | 41876000 |
| 2020-12-24 | 159.695007 | 160.100006 | 158.449997 | 158.634506 | 158.634506 | 29038000 |
| 2020-12-28 | 159.699997 | 165.199997 | 158.634506 | 164.197998 | 164.197998 | 113736000 |
| 2020-12-29 | 165.496994 | 167.532501 | 164.061005 | 166.100006 | 166.100006 | 97458000 |
| 2020-12-30 | 167.050003 | 167.104996 | 164.123505 | 164.292496 | 164.292496 | 64186000 |
Predict daily stock volumes.
1. (10 pts) Plot time series for stock volumes and close prices for the above time periods. List observations of the data patterns - what kind of properties should a model have in order to be able to predict stock volumes and close prices well? Comment on the distributional shift observations in 2020 - how would you enhance your models for 2020 to improve performance?
fig, ax = plt.subplots(figsize=(13, 5))
for ticker in tickers_list:
tickers_df[ticker]['Volume'].plot(label=ticker)
plt.legend(loc='best')
plt.title("Stock Volumes over time")
plt.xlabel("Date")
plt.ylabel("Stock Volumes")
plt.show()
for ticker in tickers_list:
tx = tickers_df[ticker][['Volume']]
idx = pd.date_range('2016-01-01', '2020-12-31', freq='D')
tx = tx.reindex(idx, method='ffill').fillna(method='bfill')
tx['dayofyear'] = tx.index.dayofyear
tx['year'] = tx.index.year
tx = tx.reset_index()
tx = tx.pivot_table(index='dayofyear',columns='year',values='Volume')
tx.plot(figsize=(13, 5))
plt.legend(loc='best')
plt.title(ticker+": Stock Volumes by year")
plt.xlabel("Day of year")
plt.ylabel("Stock Volumes")
fig, ax = plt.subplots(figsize=(13, 5))
for ticker in tickers_list:
tickers_df[ticker]['Adj Close'].plot(label=ticker)
plt.legend(loc='best')
plt.title("Closing price over time")
plt.xlabel("Date")
plt.ylabel("Closing price")
plt.show()
for ticker in tickers_list:
tx = tickers_df[ticker][['Adj Close']]
idx = pd.date_range('2016-01-01', '2020-12-31', freq='D')
tx = tx.reindex(idx, method='ffill').fillna(method='bfill')
tx['dayofyear'] = tx.index.dayofyear
tx['year'] = tx.index.year
tx = tx.reset_index()
tx = tx.pivot_table(index='dayofyear',columns='year',values='Adj Close')
tx.plot(figsize=(13, 5))
plt.legend(loc='best')
plt.title(ticker+": Closing price by year")
plt.xlabel("Day of year")
plt.ylabel("Stock Volumes")
Observations of data patterns:
What kind of properties should a model have in order to be able to predict stock prices: In order to make accurate predictions about stock prices, a model would need to have several key properties. These include a robust and well-tested statistical or machine learning algorithm, a large and diverse training dataset, the ability to be regularly updated with the latest data, and the ability to account for a wide range of potential factors that could impact stock prices. Additionally, the model would need to be able to accurately capture the complex patterns and relationships that exist in financial data, and it would need to be able to generalize well to unseen data in order to make reliable predictions. It would also be important for the model to be transparent and interpretable, so that it can be understood and trusted by users.
What kind of properties should a model have in order to be able to predict stock volumes: The properties that a model would need in order to make accurate predictions about stock volumes would be similar to those that would be required for making predictions about stock prices. A robust and well-tested statistical or machine learning algorithm would be essential for capturing the complex patterns and relationships that exist in financial data. The model would also need to be trained on a large and diverse dataset in order to be able to generalize well to unseen data, and it would need to be regularly updated with the latest data in order to remain accurate. Additionally, the model would need to be able to account for a wide range of potential factors that could impact stock volumes, such as market conditions, economic indicators, and news events. It would also be important for the model to be transparent and interpretable, so that it can be understood and trusted by users.
Distributional shift in 2020: In general, the pandemic (Mar 2020) has had a significant impact on stock markets around the world, with many companies experiencing significant declines in their stock prices. This has been due in part to the widespread economic disruption caused by the pandemic, as well as the uncertainty and market volatility that it has created. Some industries, such as travel and hospitality, have been particularly hard hit, while others, such as technology and e-commerce, have seen their stock prices rise due to the increased demand for their products and services. Overall, the pandemic has had a profound impact on stock markets and has resulted in significant shifts in the distribution of stock prices.
How would your enhance your models for 2020 in order to improve performance: One way to enhance a model for accounting for abnormalities like a pandemic in order to improve its performance would be to incorporate more data and information about the pandemic into the training dataset. This could include data on the specific economic and market impacts of the pandemic, as well as information about the ways in which individual companies and industries have been affected. By incorporating this information into the training dataset, the model would be able to better account for the effects of the pandemic and make more accurate predictions. Additionally, the model could be trained using advanced machine learning techniques, such as deep learning, which can automatically learn complex patterns and relationships from large amounts of data. This could further improve the model's ability to account for abnormalities like a pandemic.
2. (30 pts) Using $N$-day sliding window, use $N$-day average and $N$-day median methods to
predict daily stock volumes for $N+1$ st day in 2019 and 2020 for $N=10,30,60$, namely:
$
\begin{array}{lr}
y_{N+1}= & \frac{y_1+y_2+\ldots+y_N}{N} \\
y_{N+1}= & \text { median }\left(y_1, y_2, \ldots, y_N\right)
\end{array}
$
Analyze prediction error compared to realized volumes on the same days: compute average mean square error by month. Also, calculate mean square error for banking holidays vs ordinary business days. Do you observe any patterns which $N$ works best? Can you comment why? Do you see any difference across different stocks? Elaborate on your findings. You'll likely notice that mean square error will be smaller for ordinary business days than for banking holidays. You'll also likely notice increase in mean square error during the distributional shift due to the Covid shock in 2020.
squared_error = {}
squared_error[2019] = []
squared_error[2020] = []
for ticker in tickers_list:
for window_size in [10,30,60]:
for year in [2019, 2020]:
df_ = tickers_df[ticker][['Volume']]
df_.columns = ['Actual Volume']
df_.loc[:,'year'] = df_.index.year
df_ = df_[df_.year == year]
df_ = df_[['Actual Volume']]
df_ = df_.rolling(window = window_size).mean()
df_['Predicted Volume'] = df_['Actual Volume'].shift(1)
df_.plot(figsize=(6, 3))
plt.legend(loc='best')
plt.title(ticker+": Volume forecast using "+str(window_size)+"-day rolling mean", fontsize=10)
plt.xlabel("Date")
plt.ylabel("Volume")
df_['Error'] = df_['Actual Volume'] - df_['Predicted Volume']
df_[ticker+"_"+str(window_size)+"_"+str(year)]= np.square(df_['Error'])
squared_error[year].append(df_[ticker+"_"+str(window_size)+"_"+str(year)])
C:\Users\dell\anaconda3\lib\site-packages\pandas\plotting\_matplotlib\core.py:386: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). fig = self.plt.figure(figsize=self.figsize)
for year in [2019,2020]:
tx = pd.concat(squared_error[year],axis=1)
for ticker in tickers_list:
colnames= [col for col in tx.columns if ticker in col]
tx_ = tx[colnames].copy()
tx_.columns = ['10-day window','30-day window','60-day window']
ty = tx_.copy()
tx_ = tx_.groupby(pd.Grouper(freq='M')).mean()
tx_ = tx_.rename(index=lambda x: x.strftime('%B'))
tx_.plot(kind='bar',title=ticker+": Mean-squared error by month in "+str(year), figsize=(6,3))
holidays_list_ = pd.to_datetime(banking_holidays)
ty_holidays = ty.loc[ty.index.isin(holidays_list_)]
ty_working = ty[~ty.index.isin(holidays_list_)]
holidays = ty_holidays.mean(axis=0).to_frame()
holidays.columns = ['Holidays']
working = ty_working.mean(axis=0).to_frame()
working.columns = ['Business Days']
pd.concat([holidays,working],axis=1).T.plot(kind='barh',title=ticker+": Mean-squared error by business-days & holidays in "+str(year), figsize=(6,3))
squared_error = {}
squared_error[2019] = []
squared_error[2020] = []
for ticker in tickers_list:
for window_size in [10,30,60]:
for year in [2019, 2020]:
df_ = tickers_df[ticker][['Volume']]
df_.columns = ['Actual Volume']
df_.loc[:,'year'] = df_.index.year
df_ = df_[df_.year == year]
df_ = df_[['Actual Volume']]
df_ = df_.rolling(window = window_size).median()
df_['Predicted Volume'] = df_['Actual Volume'].shift(1)
df_.plot(figsize=(6, 3))
plt.legend(loc='best')
plt.title(ticker+": Volume forecast using "+str(window_size)+"-day rolling median", fontsize=10)
plt.xlabel("Date")
plt.ylabel("Volume")
df_['Error'] = df_['Actual Volume'] - df_['Predicted Volume']
df_[ticker+"_"+str(window_size)+"_"+str(year)]= np.square(df_['Error'])
squared_error[year].append(df_[ticker+"_"+str(window_size)+"_"+str(year)])
C:\Users\dell\anaconda3\lib\site-packages\pandas\plotting\_matplotlib\core.py:386: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). fig = self.plt.figure(figsize=self.figsize)
for year in [2019,2020]:
tx = pd.concat(squared_error[year],axis=1)
for ticker in tickers_list:
colnames= [col for col in tx.columns if ticker in col]
tx_ = tx[colnames].copy()
tx_.columns = ['10-day window','30-day window','60-day window']
ty = tx_.copy()
tx_ = tx_.groupby(pd.Grouper(freq='M')).mean()
tx_ = tx_.rename(index=lambda x: x.strftime('%B'))
tx_.plot(kind='bar',title=ticker+": Mean-squared error by month in "+str(year), figsize=(6,3))
holidays_list_ = pd.to_datetime(banking_holidays)
ty_holidays = ty.loc[ty.index.isin(holidays_list_)]
ty_working = ty[~ty.index.isin(holidays_list_)]
holidays = ty_holidays.mean(axis=0).to_frame()
holidays.columns = ['Holidays']
working = ty_working.mean(axis=0).to_frame()
working.columns = ['Business Days']
pd.concat([holidays,working],axis=1).T.plot(kind='barh',title=ticker+": Mean-squared error by business-days & holidays in "+str(year), figsize=(6,3))
3. ( $30 \mathrm{pts}$ ) Daily volumes are often forecast using linear autoregressive models. Using $N$-day sliding window, find coefficients $A, B, C$ in linear autoregressive models of lag 1 and lag 2 below to predict daily stock volumes for $N+1$ st day in 2019 and 2020 for $N=10,30,60$. Specifically:
$
\begin{array}{lr}
y_{N+1}= & A y_N+B+\epsilon_{N+1} \\
y_{N+1}= & A y_N+B y_{N-1}+C+\epsilon_{N+1}
\end{array}
$
Do you think models of higher lag would be necessary? Why? Do you observe any patterns which $N$ works best? Do you see any difference across different stocks? Repeat mean square error analysis above and comment on your findings with regard to ordinary business days vs. holidays as well as the distributional shift in 2020.
squared_error = {}
squared_error['2019 MSE'] = []
squared_error['2020 MSE'] = []
coeff_ = {}
coeff_['2019 Coeff'] = []
coeff_['2020 Coeff'] = []
for ticker in tickers_list:
for window_size in [10,30,60]:
for year in [2019, 2020]:
df_ = tickers_df[ticker][['Volume']]
df_.columns = ['Actual Volume']
df_.loc[:,'year'] = df_.index.year
df_ = df_[df_.year == year]
df_ = df_[['Actual Volume',]]
df_['Error'] = np.nan
df_['Coeff'] = np.nan
df_['Coeff'] = df_['Coeff'].astype('object')
df_['Forecasted Volume'] = np.nan
for index, row in df_[window_size:].iterrows():
X = df_[:index][-(window_size+1):-1]['Actual Volume'].values
model = AutoReg(X, lags=1)
model_fit = model.fit()
coeff = model_fit.params
coeff = [round(i, 1) for i in coeff.tolist()]
df_.at[index,'Coeff']= coeff
pred = model_fit.predict(start=len(X),end=len(X),dynamic=False)
df_.loc[index,'Forecasted Volume'] = pred[0]
df_.loc[index,'Error'] = df_.loc[index,'Actual Volume']-pred[0]
df_[['Actual Volume','Forecasted Volume']].plot(figsize=(6, 3))
plt.legend(loc='best')
plt.title(ticker+": Volume forecast using "+str(window_size)+"-day rolling AR(1) model", fontsize=10)
plt.xlabel("Date")
plt.ylabel("Volume")
df_[ticker+"_"+str(window_size)+"_"+str(year)+"_MSE"]= np.square(df_['Error'])
df_[ticker+"_"+str(window_size)+"_"+str(year)+"_Coeff"]= df_['Coeff']
squared_error[str(year)+" MSE"].append(df_[ticker+"_"+str(window_size)+"_"+str(year)+"_MSE"])
coeff_[str(year)+" Coeff"].append(df_[ticker+"_"+str(window_size)+"_"+str(year)+"_Coeff"])
C:\Users\dell\anaconda3\lib\site-packages\pandas\plotting\_matplotlib\core.py:386: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). fig = self.plt.figure(figsize=self.figsize)
for year in [2019,2020]:
tx = pd.concat(coeff_[str(year)+" Coeff"],axis=1)
for N in [10,30,60]:
colnames= [col for col in tx.columns if str(N) in col]
tx_ = tx[colnames].copy().dropna()
print("**************************************************************************************************")
print("Printing values of coeff: A and B in AR(1) "+str(N)+"-day rolling model")
print("**************************************************************************************************")
print(tx_.to_string())
**************************************************************************************************
Printing values of coeff: A and B in AR(1) 10-day rolling model
**************************************************************************************************
AMZN_10_2019_Coeff GOOG_10_2019_Coeff AAL_10_2019_Coeff NCLH_10_2019_Coeff
Date
2019-01-16 [75216184.4, 0.4] [15325133.4, 0.5] [12590524.8, -0.3] [1241293.8, 0.3]
2019-01-17 [72539565.5, 0.5] [12501504.8, 0.6] [10426444.6, -0.2] [1265917.4, 0.3]
2019-01-18 [53971824.2, 0.5] [14286432.6, 0.5] [10745966.7, -0.3] [1795164.2, -0.0]
2019-01-22 [82785118.8, 0.3] [30060032.0, -0.0] [9887696.1, -0.2] [1623110.8, 0.1]
2019-01-23 [116931303.9, -0.0] [34040579.1, -0.2] [11435483.0, -0.3] [1362947.4, 0.2]
2019-01-24 [155820487.0, -0.4] [34541799.5, -0.2] [11029508.9, -0.1] [1431322.2, 0.2]
2019-01-25 [143458869.2, -0.3] [31366973.5, -0.1] [7571633.6, 0.2] [867663.1, 0.4]
2019-01-28 [111713733.9, -0.0] [30278044.6, -0.1] [3204487.7, 0.8] [777877.2, 0.5]
2019-01-29 [96303975.2, 0.1] [28291175.9, -0.0] [4241334.7, 0.7] [1732118.2, 0.0]
2019-01-30 [94636863.3, 0.1] [25249723.5, 0.0] [5464503.9, 0.5] [1109783.4, 0.5]
2019-01-31 [114619338.1, -0.1] [24921885.8, 0.1] [4695907.6, 0.6] [-6181.5, 1.2]
2019-02-01 [34329815.5, 0.8] [25828830.2, 0.0] [5321442.1, 0.6] [1343861.7, 0.5]
2019-02-04 [12027694.7, 1.0] [21816444.8, 0.2] [5664098.1, 0.5] [1348418.7, 0.5]
2019-02-05 [73377669.8, 0.4] [20181616.4, 0.3] [1730793.5, 0.8] [1396660.3, 0.5]
2019-02-06 [69392660.4, 0.4] [-7883216.4, 1.5] [1024718.6, 0.8] [1464172.1, 0.5]
2019-02-07 [67999452.9, 0.5] [15404128.9, 0.6] [1525775.8, 0.7] [1715205.4, 0.4]
2019-02-08 [66280240.3, 0.5] [17623030.2, 0.6] [2682522.8, 0.6] [1902916.0, 0.3]
2019-02-11 [70751851.9, 0.4] [18443902.4, 0.5] [4766093.1, 0.3] [1159086.2, 0.5]
2019-02-12 [66690838.1, 0.4] [18782172.7, 0.5] [3654181.9, 0.4] [837048.6, 0.6]
2019-02-13 [65173088.3, 0.5] [21214657.7, 0.4] [4770013.5, 0.3] [768448.0, 0.5]
2019-02-14 [44134148.3, 0.5] [18684826.7, 0.5] [5192152.4, 0.2] [965193.5, 0.4]
2019-02-15 [83336618.6, 0.0] [15938405.9, 0.5] [4688839.3, 0.2] [561382.6, 0.6]
2019-02-19 [123579421.1, -0.4] [12922140.3, 0.6] [9827214.6, -0.6] [1348892.2, 0.1]
2019-02-20 [126502916.2, -0.5] [16199896.2, 0.3] [7640550.3, -0.2] [1144514.5, 0.3]
2019-02-21 [110172391.1, -0.3] [18297426.7, 0.3] [7777664.4, -0.2] [934480.1, 0.4]
2019-02-22 [92315207.6, -0.1] [30347027.9, -0.3] [7907527.8, -0.2] [180269.8, 1.0]
2019-02-25 [92773123.6, -0.2] [35057016.1, -0.5] [8003621.9, -0.2] [408170.0, 0.9]
2019-02-26 [71891186.6, 0.0] [38124673.6, -0.6] [9966455.2, -0.4] [680620.0, 0.8]
2019-02-27 [37996001.2, 0.4] [31926422.1, -0.3] [9260537.8, -0.3] [763206.5, 0.8]
2019-02-28 [23588628.7, 0.6] [33315612.9, -0.4] [9411824.2, -0.3] [945284.7, 0.7]
2019-03-01 [22003566.1, 0.6] [40998653.4, -0.6] [10578271.2, -0.4] [1515611.2, 0.5]
2019-03-04 [63211596.6, 0.1] [34978408.6, -0.4] [8567440.2, -0.2] [1697210.6, 0.4]
2019-03-05 [-9689126.1, 1.2] [31457135.1, -0.2] [8370253.9, -0.1] [1432422.6, 0.5]
2019-03-06 [44158118.3, 0.4] [36137641.4, -0.3] [8574146.4, -0.2] [1781198.6, 0.4]
2019-03-07 [45303095.0, 0.4] [37687174.5, -0.4] [8857352.5, -0.2] [1010885.7, 0.6]
2019-03-08 [48433439.1, 0.4] [31953801.2, -0.2] [10130689.7, -0.3] [1270458.5, 0.5]
2019-03-11 [51929656.1, 0.4] [28875126.8, -0.1] [6708856.8, 0.1] [1531873.7, 0.4]
2019-03-12 [64511154.7, 0.3] [33889399.8, -0.3] [10109352.5, -0.4] [1609229.1, 0.3]
2019-03-13 [75157714.6, 0.1] [16498814.3, 0.5] [4601255.7, 0.4] [1639038.6, 0.2]
2019-03-14 [86557014.3, 0.0] [17836560.3, 0.4] [1833300.8, 0.8] [1972530.6, 0.0]
2019-03-15 [53104141.9, 0.3] [17113517.2, 0.4] [5147675.5, 0.3] [976694.1, 0.5]
2019-03-18 [127338084.9, -0.5] [30583764.4, -0.0] [6246752.0, 0.3] [1415552.8, 0.3]
2019-03-19 [83537473.1, 0.1] [34223910.6, -0.1] [7013227.7, 0.1] [1279015.3, 0.3]
2019-03-20 [81114872.5, 0.2] [35518872.1, -0.1] [6992476.0, 0.2] [1528670.1, 0.2]
2019-03-21 [71793303.3, 0.3] [42554402.3, -0.3] [6631978.9, 0.2] [2353284.1, -0.3]
2019-03-22 [70453680.3, 0.3] [51746572.2, -0.5] [6080140.5, 0.2] [2714292.8, -0.5]
2019-03-25 [73407603.5, 0.3] [51606013.1, -0.5] [5350912.2, 0.3] [3213454.0, -0.7]
2019-03-26 [88677249.8, 0.2] [50914488.2, -0.6] [5162951.0, 0.3] [2655477.2, -0.4]
2019-03-27 [108936350.7, 0.0] [51848920.5, -0.6] [6300971.7, 0.0] [2912466.0, -0.4]
2019-03-28 [149657066.5, -0.3] [56184387.9, -0.7] [5881299.1, 0.1] [2880735.0, -0.3]
2019-03-29 [29579923.8, 0.7] [41902938.8, -0.3] [5451113.1, 0.1] [2906444.9, -0.3]
2019-04-01 [2511350.9, 0.9] [34035567.5, -0.1] [5983856.0, 0.0] [3006014.8, -0.3]
2019-04-02 [19273776.9, 0.8] [31645546.8, -0.1] [5561419.5, 0.1] [3830558.7, -0.7]
2019-04-03 [18915360.9, 0.7] [25080469.0, 0.1] [2372804.4, 0.7] [3030988.1, -0.4]
2019-04-04 [26457907.8, 0.7] [16125973.7, 0.4] [2259396.3, 0.7] [1972475.5, 0.1]
2019-04-05 [40078752.8, 0.5] [11354770.9, 0.5] [3682906.3, 0.5] [1043965.6, 0.4]
2019-04-08 [46936608.7, 0.4] [10699765.3, 0.5] [3270167.5, 0.5] [902073.8, 0.5]
2019-04-09 [69565768.8, 0.1] [13251276.2, 0.3] [4173199.0, 0.4] [947116.6, 0.4]
2019-04-10 [103322809.7, -0.4] [17661128.5, 0.1] [4480389.5, 0.4] [1043479.7, 0.3]
2019-04-11 [89092561.3, -0.2] [12105751.0, 0.4] [4717684.0, 0.4] [965174.4, 0.4]
2019-04-12 [54015102.4, 0.2] [8343866.7, 0.5] [4797113.4, 0.4] [1183424.2, 0.2]
2019-04-15 [37958004.7, 0.4] [16926831.7, 0.0] [4262897.2, 0.4] [856641.8, 0.5]
2019-04-16 [36242949.2, 0.5] [9320341.0, 0.5] [4263435.2, 0.4] [432674.8, 0.8]
2019-04-17 [40590873.8, 0.4] [13949812.4, 0.2] [6013485.7, 0.0] [1130235.5, 0.4]
2019-04-18 [37332213.0, 0.4] [16464567.4, 0.1] [3626463.8, 0.4] [1752015.1, 0.1]
2019-04-22 [34194170.7, 0.4] [9096010.2, 0.6] [2222404.9, 0.6] [1510880.5, 0.3]
2019-04-23 [49897566.0, 0.2] [15527539.7, 0.2] [1783784.1, 0.6] [2229041.7, -0.1]
2019-04-24 [48901967.0, 0.3] [19584989.4, 0.0] [1480057.2, 0.6] [1900161.8, 0.0]
2019-04-25 [44065701.7, 0.3] [21722992.0, -0.0] [1913902.4, 0.5] [2011432.5, -0.0]
2019-04-26 [35433437.6, 0.6] [28080007.0, -0.3] [3700308.2, 0.2] [1896634.8, 0.0]
2019-04-29 [-16400418.3, 1.4] [35682983.4, -0.6] [349526.5, 1.0] [1701911.6, 0.1]
2019-04-30 [53547746.7, 0.4] [25849641.1, -0.0] [2842129.9, 0.4] [1600916.6, 0.1]
2019-05-01 [55635210.1, 0.4] [-39570805.0, 3.0] [2740935.6, 0.5] [1713276.8, 0.1]
2019-05-02 [57434607.8, 0.3] [26193153.5, 0.4] [2935883.4, 0.4] [1146531.3, 0.4]
2019-05-03 [65729846.7, 0.3] [27378523.3, 0.4] [3428435.9, 0.4] [1528640.1, 0.2]
2019-05-06 [80836070.8, 0.2] [30930772.1, 0.3] [3775445.8, 0.3] [1348324.3, 0.4]
2019-05-07 [80184995.1, 0.2] [31787587.8, 0.3] [4292702.5, 0.2] [1433249.1, 0.3]
2019-05-08 [84817635.5, 0.2] [34019861.0, 0.3] [5876463.2, 0.0] [1479434.0, 0.3]
2019-05-09 [75640381.5, 0.2] [35360079.7, 0.2] [5971033.0, -0.0] [1862495.9, 0.2]
2019-05-10 [87498424.7, 0.1] [35261185.5, 0.2] [5410063.1, -0.0] [1934683.8, 0.2]
2019-05-13 [58568519.3, 0.4] [29466309.2, 0.3] [7424417.6, -0.5] [2522415.2, 0.0]
2019-05-14 [65509089.9, 0.4] [23309559.8, 0.2] [8071804.2, -0.6] [2872911.6, -0.1]
2019-05-15 [97511694.2, 0.1] [17836030.8, 0.4] [6739555.4, -0.3] [2365507.6, 0.1]
2019-05-16 [137852486.1, -0.3] [10207107.2, 0.7] [6871380.2, -0.3] [2001883.5, 0.2]
2019-05-17 [99362244.7, 0.0] [21414374.6, 0.3] [6487031.8, -0.2] [1212445.7, 0.5]
2019-05-20 [102543649.3, -0.0] [18193871.4, 0.4] [6408530.7, -0.2] [916071.0, 0.6]
2019-05-21 [94340869.3, 0.0] [17560696.2, 0.4] [6192329.5, -0.2] [917164.3, 0.6]
2019-05-22 [50655344.6, 0.5] [15837738.9, 0.5] [5700848.2, -0.1] [737338.6, 0.6]
2019-05-23 [-1848883.9, 1.0] [12689730.8, 0.6] [7899606.9, -0.3] [710476.8, 0.6]
2019-05-24 [46337470.7, 0.5] [13277092.4, 0.5] [3230780.5, 0.6] [687797.6, 0.6]
2019-05-28 [62092515.1, 0.2] [9021351.0, 0.6] [4885178.6, 0.3] [775504.4, 0.4]
2019-05-29 [53597952.4, 0.3] [11889294.6, 0.5] [5386597.5, 0.2] [1377446.0, 0.0]
2019-05-30 [70413354.7, 0.1] [18207725.5, 0.3] [6101590.0, 0.1] [1832832.7, -0.3]
2019-05-31 [85208514.9, -0.1] [26537620.3, -0.1] [6560977.7, 0.1] [2194293.4, -0.6]
2019-06-03 [118647664.3, -0.6] [33136362.1, -0.4] [7811155.5, -0.1] [1621334.3, -0.2]
2019-06-04 [19808246.0, 0.9] [-25822091.0, 2.4] [7729116.1, -0.1] [1755138.7, -0.3]
2019-06-05 [63481421.7, 0.3] [25163614.1, 0.4] [8467593.0, -0.1] [690346.5, 0.8]
2019-06-06 [70039944.9, 0.3] [28120026.1, 0.3] [6682837.8, 0.1] [608704.6, 1.0]
2019-06-07 [65333189.5, 0.3] [30066191.9, 0.3] [8299250.8, -0.2] [1060161.2, 0.7]
2019-06-10 [71085811.0, 0.3] [32956613.6, 0.2] [6001936.5, 0.1] [1199843.8, 0.6]
2019-06-11 [81095832.4, 0.2] [34017638.0, 0.2] [4561192.5, 0.3] [1299775.5, 0.6]
2019-06-12 [84377903.5, 0.1] [33622178.8, 0.2] [3203295.5, 0.5] [1194421.4, 0.6]
2019-06-13 [80114851.0, 0.2] [33848719.3, 0.2] [3598568.3, 0.4] [1310808.0, 0.6]
2019-06-14 [61703992.4, 0.3] [31202396.0, 0.2] [4519945.6, 0.4] [1341741.0, 0.6]
2019-06-17 [40921598.7, 0.4] [14437638.8, 0.4] [5445821.8, 0.2] [1254206.2, 0.6]
2019-06-18 [27234244.7, 0.6] [7261649.8, 0.6] [4512798.2, 0.2] [318978.4, 0.7]
2019-06-19 [32760146.8, 0.5] [11439369.3, 0.5] [4751186.6, 0.1] [866545.5, 0.5]
2019-06-20 [32026452.1, 0.5] [10648259.9, 0.6] [4805357.6, 0.1] [801174.7, 0.5]
2019-06-21 [31227845.6, 0.5] [15461646.1, 0.4] [5196026.0, 0.1] [2380575.6, -0.3]
2019-06-24 [50862476.0, 0.2] [17528199.6, 0.3] [4989854.3, 0.2] [1205507.5, 0.4]
2019-06-25 [87455561.0, -0.4] [20500285.0, 0.2] [5364199.7, 0.2] [1001598.7, 0.6]
2019-06-26 [79669657.5, -0.3] [19156769.5, 0.3] [5933013.0, 0.1] [1277582.8, 0.5]
2019-06-27 [81924694.9, -0.4] [19437476.1, 0.3] [4067386.5, 0.3] [1441765.6, 0.4]
2019-06-28 [67317891.7, -0.1] [29265944.3, -0.0] [2749049.1, 0.5] [1398007.4, 0.4]
2019-07-01 [68135531.1, -0.1] [38825985.2, -0.3] [3015855.8, 0.5] [2164468.7, 0.1]
2019-07-02 [60985161.2, -0.0] [45005688.2, -0.5] [4555630.2, 0.3] [2344688.5, 0.1]
2019-07-03 [62826902.1, -0.1] [43937742.1, -0.5] [5953501.3, 0.1] [2681915.2, -0.0]
2019-07-05 [53060105.8, 0.0] [29358457.8, -0.0] [3471466.0, 0.4] [1708296.1, 0.3]
2019-07-08 [58790978.4, -0.1] [23920839.5, 0.1] [2625849.1, 0.5] [1577432.3, 0.3]
2019-07-09 [55007276.5, -0.0] [23966660.1, 0.1] [3719819.4, 0.2] [2093728.5, 0.0]
2019-07-10 [41935168.6, 0.3] [24145535.2, 0.1] [4125774.6, 0.1] [2115790.7, 0.0]
2019-07-11 [11974337.3, 0.9] [26816283.4, -0.1] [3974772.3, 0.3] [2136721.2, 0.1]
2019-07-12 [23581251.4, 0.7] [23207714.1, 0.1] [4104726.4, 0.3] [2440732.7, -0.0]
2019-07-15 [28856369.9, 0.5] [15671412.8, 0.3] [4186360.3, 0.3] [1471386.3, 0.3]
2019-07-16 [29788265.6, 0.5] [17962511.5, 0.2] [3243596.2, 0.3] [1203161.1, 0.4]
2019-07-17 [29304999.5, 0.5] [17761413.4, 0.2] [3282981.2, 0.4] [1728455.8, 0.2]
2019-07-18 [34722336.7, 0.5] [20880536.3, 0.1] [3683753.9, 0.4] [1973407.5, 0.1]
2019-07-19 [38167188.2, 0.5] [14514509.8, 0.4] [5001262.6, 0.1] [1947861.5, 0.1]
2019-07-22 [39922687.6, 0.4] [9650553.4, 0.6] [4211928.1, 0.2] [1439970.0, 0.3]
2019-07-23 [28522281.6, 0.5] [14320428.9, 0.4] [3779136.5, 0.3] [1886091.3, 0.1]
2019-07-24 [38536157.0, 0.3] [14606817.7, 0.4] [3347434.0, 0.3] [1625592.6, 0.2]
2019-07-25 [66429514.8, -0.2] [17915617.5, 0.3] [5297364.0, -0.1] [1458699.3, 0.3]
2019-07-26 [74062355.1, -0.2] [8057792.0, 0.8] [-33557.5, 1.2] [1553190.1, 0.3]
2019-07-29 [11090984.3, 0.9] [-34252103.6, 2.6] [3828549.8, 0.4] [1630217.5, 0.3]
2019-07-30 [22191020.4, 0.7] [26183815.6, 0.3] [3466763.9, 0.5] [750252.9, 0.6]
2019-07-31 [41008634.3, 0.4] [28107413.0, 0.3] [3442355.3, 0.4] [788711.7, 0.6]
2019-08-01 [47222371.7, 0.4] [30048924.7, 0.3] [3965215.7, 0.4] [1278762.1, 0.5]
2019-08-02 [42868890.4, 0.5] [30174303.2, 0.3] [4660176.0, 0.4] [1332015.8, 0.5]
2019-08-05 [43258989.2, 0.5] [31458425.6, 0.2] [5647386.2, 0.2] [1011582.9, 0.5]
2019-08-06 [43395413.1, 0.6] [38258878.9, 0.1] [7331365.2, 0.1] [1083724.5, 0.5]
2019-08-07 [68737470.0, 0.3] [41965246.0, 0.1] [7758465.6, -0.0] [1220966.1, 0.4]
2019-08-08 [71045766.4, 0.2] [38133803.0, 0.1] [6450077.1, 0.1] [920563.3, 0.7]
2019-08-09 [62119552.0, 0.3] [29753343.0, 0.1] [8257980.2, -0.2] [965648.9, 0.8]
2019-08-12 [41667691.3, 0.5] [31029007.4, 0.1] [5555725.2, 0.1] [1638548.0, 0.5]
2019-08-13 [32236037.9, 0.6] [18703832.1, 0.4] [7250010.8, -0.1] [2408020.3, 0.3]
2019-08-14 [24269806.7, 0.7] [17126086.4, 0.4] [5080809.1, 0.3] [1709428.2, 0.5]
2019-08-15 [28579576.7, 0.7] [18284606.0, 0.4] [4514654.5, 0.4] [1716366.1, 0.5]
2019-08-16 [32221682.7, 0.6] [17846938.8, 0.4] [4328597.9, 0.5] [1764261.5, 0.4]
2019-08-19 [34361619.5, 0.5] [17908912.7, 0.3] [3931402.8, 0.5] [1499927.4, 0.5]
2019-08-20 [35545762.0, 0.5] [19985519.6, 0.2] [3909598.2, 0.6] [1098112.9, 0.6]
2019-08-21 [25333479.2, 0.6] [19983016.2, 0.2] [4091359.0, 0.5] [377003.6, 0.8]
2019-08-22 [17768588.4, 0.7] [12536705.7, 0.4] [4585671.2, 0.5] [495052.8, 0.7]
2019-08-23 [21018018.7, 0.7] [10318611.9, 0.5] [5847405.8, 0.3] [828658.1, 0.6]
2019-08-26 [36362091.3, 0.5] [17690490.9, 0.3] [5663223.6, 0.4] [998344.3, 0.6]
2019-08-27 [45262017.7, 0.3] [18518686.7, 0.2] [4066659.0, 0.5] [1265285.9, 0.3]
2019-08-28 [47737691.4, 0.2] [18520585.5, 0.2] [4377168.3, 0.4] [2122044.6, -0.1]
2019-08-29 [50491695.4, 0.1] [16862074.9, 0.2] [6149424.9, 0.2] [2655012.6, -0.4]
2019-08-30 [51639094.7, 0.1] [17873883.4, 0.2] [7514007.1, 0.0] [2093675.9, -0.2]
2019-09-03 [51991717.6, 0.1] [18624147.9, 0.1] [7620788.2, -0.1] [2468006.8, -0.4]
2019-09-04 [55957043.3, 0.1] [18102629.7, 0.2] [7461397.3, -0.1] [2337023.0, -0.3]
2019-09-05 [70417597.7, -0.1] [22520383.6, 0.0] [6915341.1, 0.0] [2472686.4, -0.3]
2019-09-06 [79709264.3, -0.2] [28025257.9, -0.2] [6864041.3, 0.0] [2574040.6, -0.4]
2019-09-09 [62445490.1, -0.1] [22629341.7, 0.0] [5094997.8, 0.2] [2365097.7, -0.3]
2019-09-10 [91188494.8, -0.6] [27601867.6, -0.2] [6011372.6, 0.1] [2468569.5, -0.4]
2019-09-11 [92596560.2, -0.6] [25543891.9, -0.1] [6407279.4, 0.0] [2175350.4, -0.2]
2019-09-12 [83564077.5, -0.5] [29126177.2, -0.2] [8158514.5, -0.2] [2145161.3, -0.1]
2019-09-13 [79921744.6, -0.4] [39164558.1, -0.5] [8866610.9, -0.3] [2416853.7, -0.3]
2019-09-16 [78466082.1, -0.4] [38867509.6, -0.5] [8873016.8, -0.3] [1913367.5, -0.1]
2019-09-17 [98237561.4, -0.8] [36296018.0, -0.4] [10057071.8, -0.3] [2121129.0, -0.2]
2019-09-18 [102411361.3, -0.9] [26216776.6, -0.0] [6408573.1, 0.3] [2189675.2, -0.2]
2019-09-19 [85134675.2, -0.6] [21250414.7, 0.1] [8096471.2, 0.1] [2179690.4, -0.2]
2019-09-20 [85543047.8, -0.7] [17911872.3, 0.3] [7830212.0, 0.1] [2074902.6, -0.1]
2019-09-23 [115679472.2, -1.2] [31297920.0, -0.2] [7173586.7, 0.2] [1926448.2, -0.1]
2019-09-24 [72555103.8, -0.3] [32539001.4, -0.2] [6697842.5, 0.2] [1916802.9, -0.1]
2019-09-25 [77550041.4, -0.3] [33987655.9, -0.3] [5191693.3, 0.3] [1876835.0, -0.1]
2019-09-26 [74704119.8, -0.2] [32539491.4, -0.2] [4754079.6, 0.4] [1873440.3, -0.1]
2019-09-27 [80028275.7, -0.2] [32872208.9, -0.2] [4197775.4, 0.4] [1876321.0, -0.1]
2019-09-30 [79726366.9, -0.2] [33608667.0, -0.2] [2700018.5, 0.5] [1631557.5, -0.1]
2019-10-01 [80837146.4, -0.2] [37891277.4, -0.3] [5282284.0, 0.1] [1749587.9, -0.2]
2019-10-02 [92666431.9, -0.3] [43415548.7, -0.5] [8222240.7, -0.5] [1532946.8, -0.1]
2019-10-03 [110040939.8, -0.5] [50054456.6, -0.7] [-1055238.3, 1.4] [2099373.6, -0.4]
2019-10-04 [87781960.7, -0.3] [40777109.5, -0.4] [4792654.6, 0.3] [-418635.8, 1.4]
2019-10-07 [82470643.7, -0.2] [39188751.1, -0.4] [5020955.4, 0.3] [775252.7, 0.6]
2019-10-08 [38864285.8, 0.3] [9774321.8, 0.6] [5107554.1, 0.3] [973229.1, 0.4]
2019-10-09 [33601829.2, 0.4] [11111815.7, 0.6] [5741898.1, 0.2] [1011139.5, 0.4]
2019-10-10 [27583820.9, 0.5] [7758599.9, 0.6] [6194477.3, 0.2] [906277.3, 0.5]
2019-10-11 [39109955.3, 0.3] [5797995.8, 0.7] [7042824.4, 0.1] [865535.1, 0.5]
2019-10-14 [32194563.3, 0.4] [10832856.8, 0.5] [8158935.9, -0.0] [842029.4, 0.5]
2019-10-15 [41478209.5, 0.2] [11104390.5, 0.5] [8051073.4, -0.0] [685510.2, 0.6]
2019-10-16 [56234285.4, -0.1] [15747586.8, 0.3] [5947026.8, 0.1] [575551.7, 0.6]
2019-10-17 [65929084.4, -0.3] [22440953.9, -0.1] [7422253.5, -0.1] [556755.3, 0.5]
2019-10-18 [69959300.7, -0.4] [28098359.0, -0.4] [7363758.0, -0.1] [1150307.2, -0.0]
2019-10-21 [71521976.7, -0.3] [29126947.2, -0.4] [7447021.5, -0.1] [1067922.0, 0.1]
2019-10-22 [80659744.6, -0.5] [29645142.6, -0.4] [6480595.5, 0.0] [520433.0, 0.6]
2019-10-23 [72188788.9, -0.4] [30239022.6, -0.4] [7972263.8, -0.2] [1182198.9, 0.0]
2019-10-24 [66413610.2, -0.3] [34514391.4, -0.6] [7307206.4, -0.1] [1049621.0, 0.1]
2019-10-25 [85269357.6, -0.6] [31013904.6, -0.4] [1495646.8, 0.9] [1149810.8, 0.1]
2019-10-28 [-40187594.4, 2.0] [29845083.8, -0.4] [4411476.3, 0.6] [1277806.8, -0.0]
2019-10-29 [56324103.8, 0.2] [12557993.9, 0.6] [4503733.9, 0.5] [1209648.9, 0.0]
2019-10-30 [55739152.5, 0.2] [15339055.3, 0.5] [4893205.4, 0.5] [1382871.1, -0.1]
2019-10-31 [54781916.1, 0.2] [17578029.0, 0.4] [5940429.2, 0.4] [740693.4, 0.6]
2019-11-01 [52663003.0, 0.2] [16848036.0, 0.4] [6920313.9, 0.3] [1099996.7, 0.3]
2019-11-04 [54176991.3, 0.3] [18196915.1, 0.4] [7648185.8, 0.3] [1027649.6, 0.3]
2019-11-05 [57069848.0, 0.2] [20553874.3, 0.3] [7047729.8, 0.3] [917359.1, 0.4]
2019-11-06 [56886410.5, 0.2] [24302901.9, 0.2] [5743122.7, 0.4] [1314044.9, 0.2]
2019-11-07 [45423207.9, 0.3] [27218314.8, 0.1] [2279406.0, 0.6] [1173306.9, 0.4]
2019-11-08 [40508313.6, 0.2] [36255264.9, -0.1] [3744616.3, 0.4] [1157799.2, 0.5]
2019-11-11 [49453939.1, -0.0] [27686788.8, 0.1] [4168803.3, 0.4] [1754808.7, 0.2]
2019-11-12 [34357682.0, 0.3] [34730784.2, -0.2] [2651988.0, 0.6] [1609647.6, 0.2]
2019-11-13 [29448260.5, 0.4] [27913720.9, -0.0] [4533078.5, 0.3] [1306923.2, 0.3]
2019-11-14 [40477185.4, 0.1] [21031189.0, 0.2] [5590564.2, 0.1] [1029473.9, 0.5]
2019-11-15 [47846566.7, -0.0] [21259797.8, 0.1] [7086584.6, -0.2] [988900.5, 0.5]
2019-11-18 [60930975.3, -0.3] [25046329.2, 0.0] [6392568.8, -0.1] [1101343.2, 0.4]
2019-11-19 [44493251.2, 0.1] [23421960.9, 0.1] [6184039.7, -0.1] [563271.9, 0.6]
2019-11-20 [50501160.8, 0.0] [23993315.9, 0.1] [6473848.0, -0.1] [869863.7, 0.5]
2019-11-21 [51060843.9, 0.0] [19499373.3, 0.2] [6596279.1, -0.1] [1336589.7, 0.1]
2019-11-22 [51421213.7, 0.0] [15438210.6, 0.4] [6577058.6, -0.1] [406000.3, 0.8]
2019-11-25 [58849085.5, -0.1] [18314889.6, 0.3] [6562131.8, -0.0] [1343471.2, 0.3]
2019-11-26 [77608807.3, -0.4] [20456542.5, 0.2] [4712534.6, 0.2] [1186339.8, 0.3]
2019-11-27 [72294556.4, -0.3] [22366331.6, 0.1] [5209071.3, 0.1] [1448686.1, 0.2]
2019-11-29 [71022540.3, -0.2] [19771535.2, 0.2] [4654785.6, 0.2] [1616355.5, 0.1]
2019-12-02 [52209539.0, 0.0] [8512453.3, 0.6] [3597222.0, 0.3] [1185915.2, 0.3]
2019-12-03 [87380123.8, -0.6] [27476515.1, -0.2] [4772689.3, 0.2] [1171593.2, 0.3]
2019-12-04 [68110665.3, -0.1] [28731981.3, -0.3] [4559610.9, 0.2] [1121345.4, 0.3]
2019-12-05 [74355436.0, -0.3] [30067013.7, -0.3] [4455535.6, 0.1] [1068293.8, 0.3]
2019-12-06 [74577279.8, -0.2] [27632089.1, -0.2] [4628906.3, 0.1] [1161913.1, 0.1]
2019-12-09 [80418537.7, -0.3] [26210469.0, -0.1] [4722848.2, 0.1] [1441739.7, -0.1]
2019-12-10 [75699020.1, -0.3] [24990293.1, -0.0] [4852815.0, 0.1] [1377878.7, -0.1]
2019-12-11 [71185224.5, -0.2] [26270515.1, -0.1] [5513713.1, -0.0] [1041208.2, 0.1]
2019-12-12 [63613882.5, -0.1] [25630249.3, -0.1] [5490336.0, 0.0] [994134.5, 0.1]
2019-12-13 [64759530.8, -0.1] [31358522.4, -0.3] [8229381.4, -0.3] [1080721.5, 0.1]
2019-12-16 [41513922.2, 0.2] [26728965.1, -0.1] [7991143.2, -0.3] [1078344.2, 0.1]
2019-12-17 [61183382.0, -0.1] [22690200.5, 0.1] [8172370.5, -0.3] [1134291.8, 0.0]
2019-12-18 [42191309.1, 0.3] [16721609.1, 0.4] [7861294.7, -0.2] [1003222.7, 0.2]
2019-12-19 [35892050.0, 0.4] [15624348.3, 0.4] [8459417.6, -0.3] [801684.3, 0.4]
2019-12-20 [39893638.4, 0.3] [15460182.4, 0.4] [8434772.1, -0.3] [363105.0, 0.8]
2019-12-23 [56704392.9, 0.1] [12116849.6, 0.7] [9497493.0, -0.4] [-270861.0, 1.4]
2019-12-24 [85366144.1, -0.4] [38335804.4, -0.2] [6718818.8, 0.1] [832708.2, 0.5]
2019-12-26 [65970068.0, -0.1] [33036787.6, -0.1] [7794298.0, -0.1] [973325.7, 0.4]
2019-12-27 [105023400.7, -0.7] [26233617.0, 0.1] [5502367.7, 0.1] [838383.7, 0.4]
2019-12-30 [71077794.7, 0.0] [23830532.1, 0.1] [5959773.6, 0.1] [766721.1, 0.5]
2019-12-31 [74239294.6, 0.0] [22749603.9, 0.2] [6011178.7, 0.1] [519649.8, 0.6]
**************************************************************************************************
Printing values of coeff: A and B in AR(1) 30-day rolling model
**************************************************************************************************
AMZN_30_2019_Coeff GOOG_30_2019_Coeff AAL_30_2019_Coeff NCLH_30_2019_Coeff
Date
2019-02-14 [56577109.5, 0.5] [14964406.4, 0.5] [6431123.6, 0.3] [882485.8, 0.6]
2019-02-15 [54977616.1, 0.5] [13798309.5, 0.5] [5112496.2, 0.4] [793907.5, 0.6]
2019-02-19 [54784996.4, 0.5] [14621220.0, 0.5] [5416575.9, 0.4] [858621.9, 0.6]
2019-02-20 [54003492.1, 0.5] [14452329.0, 0.5] [5497750.2, 0.4] [872603.5, 0.6]
2019-02-21 [54887317.2, 0.5] [14129756.7, 0.5] [5492613.6, 0.4] [842134.9, 0.6]
2019-02-22 [50718520.7, 0.5] [14301443.1, 0.5] [5472661.1, 0.4] [886120.2, 0.6]
2019-02-25 [47996440.1, 0.5] [13745305.4, 0.5] [4318944.1, 0.4] [846764.5, 0.6]
2019-02-26 [45035910.6, 0.6] [14059903.5, 0.5] [3274012.0, 0.6] [831651.8, 0.6]
2019-02-27 [40456464.4, 0.6] [14256678.1, 0.5] [3449461.3, 0.6] [879643.8, 0.6]
2019-02-28 [39423076.8, 0.6] [13627495.4, 0.5] [3272724.4, 0.6] [885879.5, 0.6]
2019-03-01 [37971426.6, 0.6] [14509315.0, 0.5] [3306966.6, 0.6] [878755.6, 0.6]
2019-03-04 [39819671.8, 0.6] [14659805.7, 0.5] [3373791.6, 0.6] [929120.7, 0.6]
2019-03-05 [38667374.5, 0.6] [13788244.9, 0.5] [3434850.0, 0.6] [885711.8, 0.6]
2019-03-06 [39832930.1, 0.6] [13700087.6, 0.5] [2672513.2, 0.7] [941155.7, 0.6]
2019-03-07 [39436540.6, 0.6] [13527286.9, 0.5] [2910815.1, 0.6] [990540.8, 0.6]
2019-03-08 [40492180.1, 0.6] [12948372.4, 0.5] [3544944.5, 0.5] [1078385.0, 0.6]
2019-03-11 [39715435.8, 0.6] [13091086.7, 0.5] [4613292.3, 0.3] [1124502.6, 0.6]
2019-03-12 [39161295.0, 0.6] [13655883.6, 0.5] [6814455.2, 0.0] [932975.9, 0.6]
2019-03-13 [38470574.0, 0.6] [14025096.5, 0.5] [7270981.8, -0.0] [905994.8, 0.6]
2019-03-14 [36998458.6, 0.6] [14374016.4, 0.5] [6249305.5, 0.1] [923095.5, 0.6]
2019-03-15 [37288846.8, 0.5] [13883486.5, 0.5] [6543680.1, 0.1] [702801.1, 0.7]
2019-03-18 [73140621.3, 0.1] [15942219.3, 0.5] [6755959.2, 0.1] [621497.1, 0.7]
2019-03-19 [65910106.3, 0.2] [16639648.2, 0.4] [6687606.7, 0.1] [608168.9, 0.7]
2019-03-20 [61158769.9, 0.3] [22017086.2, 0.2] [6545751.2, 0.1] [645380.3, 0.7]
2019-03-21 [55288533.7, 0.4] [25873908.6, 0.1] [6642179.5, 0.1] [700412.7, 0.7]
2019-03-22 [52197836.6, 0.4] [29570229.8, -0.1] [6663579.3, 0.1] [736692.1, 0.7]
2019-03-25 [48983134.2, 0.4] [29103237.4, -0.0] [6993960.5, 0.0] [917672.2, 0.6]
2019-03-26 [46558766.4, 0.5] [30029839.9, -0.1] [7415044.6, -0.0] [1078922.6, 0.5]
2019-03-27 [43872001.6, 0.5] [29476101.5, -0.0] [6977912.0, 0.0] [1159478.1, 0.5]
2019-03-28 [43740943.3, 0.5] [29264630.2, -0.0] [6900978.9, 0.1] [1264918.6, 0.5]
2019-03-29 [42239300.4, 0.5] [30656076.6, -0.1] [7269911.4, 0.0] [1409939.4, 0.4]
2019-04-01 [40951585.0, 0.5] [29859339.0, -0.0] [6040919.6, 0.2] [1424633.4, 0.4]
2019-04-02 [42563745.5, 0.5] [29708139.1, -0.0] [5543520.7, 0.2] [1428557.5, 0.4]
2019-04-03 [43104208.9, 0.5] [29754711.4, -0.0] [5612398.9, 0.2] [1327936.2, 0.4]
2019-04-04 [44114832.0, 0.5] [27544782.1, 0.0] [5300732.3, 0.3] [1066993.4, 0.5]
2019-04-05 [45307274.9, 0.5] [26177904.9, 0.1] [5942310.7, 0.2] [1138156.8, 0.5]
2019-04-08 [46354410.0, 0.5] [24236848.3, 0.1] [4799624.4, 0.3] [1283334.5, 0.4]
2019-04-09 [49378466.4, 0.5] [22371077.8, 0.2] [4463831.4, 0.4] [1405611.3, 0.3]
2019-04-10 [50753690.5, 0.4] [20902138.5, 0.2] [4644036.7, 0.4] [1503861.7, 0.2]
2019-04-11 [51116178.2, 0.4] [18168606.8, 0.3] [4485984.4, 0.4] [1622665.5, 0.2]
2019-04-12 [42050353.1, 0.5] [16469741.3, 0.4] [4502885.4, 0.4] [1521222.9, 0.2]
2019-04-15 [41246869.9, 0.5] [15907481.9, 0.4] [4347429.6, 0.4] [1538940.9, 0.2]
2019-04-16 [36785246.1, 0.6] [15987414.2, 0.4] [4387845.4, 0.4] [1487473.3, 0.2]
2019-04-17 [34954939.0, 0.6] [15517886.9, 0.4] [4163681.5, 0.4] [1577764.8, 0.2]
2019-04-18 [31917153.1, 0.6] [15868632.9, 0.4] [3612606.1, 0.5] [1744824.1, 0.1]
2019-04-22 [30042673.3, 0.6] [15972694.1, 0.4] [3110153.8, 0.5] [1616958.8, 0.2]
2019-04-23 [30369286.9, 0.6] [15240924.9, 0.4] [2669240.6, 0.6] [1771201.9, 0.1]
2019-04-24 [32733968.4, 0.6] [16696263.7, 0.3] [2612780.8, 0.6] [1715970.1, 0.1]
2019-04-25 [33348450.2, 0.6] [16507157.6, 0.3] [2924121.7, 0.5] [1710092.3, 0.1]
2019-04-26 [38268047.8, 0.6] [16395353.3, 0.3] [2601421.6, 0.6] [1706358.4, 0.1]
2019-04-29 [18752147.5, 0.8] [15321935.4, 0.3] [2668798.4, 0.6] [1617995.8, 0.1]
2019-04-30 [32723443.2, 0.6] [13271554.9, 0.5] [2893193.1, 0.5] [1541833.7, 0.2]
2019-05-01 [33781746.6, 0.6] [-9946586.9, 1.5] [2887550.4, 0.5] [1610953.8, 0.2]
2019-05-02 [35383211.6, 0.5] [14688556.1, 0.5] [2799278.4, 0.5] [1485897.1, 0.2]
2019-05-03 [38322003.7, 0.5] [14663773.6, 0.5] [2827010.4, 0.5] [1504777.4, 0.2]
2019-05-06 [43989290.8, 0.4] [14375306.6, 0.5] [2701543.4, 0.5] [1390791.2, 0.3]
2019-05-07 [42848640.9, 0.5] [14383608.6, 0.5] [2503301.5, 0.6] [1362654.2, 0.3]
2019-05-08 [40960602.5, 0.5] [14139372.9, 0.5] [2858278.7, 0.5] [1322190.1, 0.3]
2019-05-09 [43119047.5, 0.5] [14103782.1, 0.5] [2770610.2, 0.5] [1403014.9, 0.3]
2019-05-10 [44035633.6, 0.5] [14278881.1, 0.5] [2693077.5, 0.5] [1220562.2, 0.4]
2019-05-13 [43396513.1, 0.5] [14201411.4, 0.5] [2683318.1, 0.5] [1189096.6, 0.4]
2019-05-14 [40893175.1, 0.5] [14670785.3, 0.5] [2855945.7, 0.5] [1112604.7, 0.5]
2019-05-15 [42259444.4, 0.5] [15187098.9, 0.5] [3101917.8, 0.4] [1118072.9, 0.5]
2019-05-16 [42167943.2, 0.5] [15606649.1, 0.5] [3753317.6, 0.3] [1289800.1, 0.4]
2019-05-17 [42824432.0, 0.5] [16045522.8, 0.5] [3509944.9, 0.3] [1312046.0, 0.4]
2019-05-20 [43500065.6, 0.5] [16271672.5, 0.5] [3457762.9, 0.4] [1278465.3, 0.4]
2019-05-21 [43976131.9, 0.5] [16760280.7, 0.5] [3621383.9, 0.3] [1220397.1, 0.4]
2019-05-22 [44455649.7, 0.5] [17001109.5, 0.5] [3854654.1, 0.3] [1270649.9, 0.4]
2019-05-23 [44779446.5, 0.5] [17232318.7, 0.5] [4414277.8, 0.2] [1300602.5, 0.4]
2019-05-24 [50449857.3, 0.4] [17909733.8, 0.4] [3105234.0, 0.5] [1238998.1, 0.4]
2019-05-28 [51975386.4, 0.4] [18019564.2, 0.4] [3629223.3, 0.4] [1157497.3, 0.4]
2019-05-29 [50320032.3, 0.4] [18170496.0, 0.4] [3604161.0, 0.4] [1094851.3, 0.4]
2019-05-30 [53632243.3, 0.4] [18883467.7, 0.4] [3645281.4, 0.4] [1111341.7, 0.4]
2019-05-31 [55835634.3, 0.4] [18499236.7, 0.4] [3779560.1, 0.3] [977421.0, 0.5]
2019-06-03 [62370874.1, 0.3] [18898465.1, 0.4] [4194050.1, 0.3] [947598.7, 0.5]
2019-06-04 [67675668.9, 0.3] [22639296.4, 0.4] [4399470.6, 0.3] [917526.9, 0.5]
2019-06-05 [69650360.1, 0.3] [23710051.4, 0.4] [4686038.7, 0.3] [1089495.3, 0.5]
2019-06-06 [71211278.8, 0.3] [24489366.7, 0.4] [4783398.9, 0.3] [675228.8, 0.7]
2019-06-07 [65705992.5, 0.3] [25104021.8, 0.3] [4857030.8, 0.2] [914368.9, 0.6]
2019-06-10 [71700041.3, 0.2] [25655317.3, 0.3] [4589649.4, 0.3] [964845.8, 0.6]
2019-06-11 [62119645.5, 0.3] [24205300.7, 0.4] [4299221.3, 0.3] [993702.8, 0.6]
2019-06-12 [64664798.2, 0.3] [23604723.8, 0.3] [4120103.0, 0.3] [934743.5, 0.6]
2019-06-13 [64812582.2, 0.3] [20462219.4, 0.4] [4196208.2, 0.3] [829807.4, 0.6]
2019-06-14 [59780681.0, 0.3] [19725536.9, 0.4] [4679826.7, 0.3] [760266.8, 0.6]
2019-06-17 [51388519.8, 0.4] [19196607.6, 0.4] [5035339.9, 0.2] [754341.7, 0.6]
2019-06-18 [47776364.1, 0.4] [18482369.6, 0.4] [5082974.8, 0.2] [762236.8, 0.7]
2019-06-19 [50228173.9, 0.4] [18629460.6, 0.4] [4592845.2, 0.3] [780396.8, 0.6]
2019-06-20 [46617183.7, 0.5] [18655695.7, 0.4] [4592381.7, 0.3] [679280.9, 0.7]
2019-06-21 [44172904.8, 0.5] [18740700.3, 0.4] [4949444.4, 0.2] [843927.2, 0.6]
2019-06-24 [45894750.1, 0.4] [19500733.8, 0.4] [5050680.8, 0.2] [820118.7, 0.6]
2019-06-25 [46048813.0, 0.4] [19036169.8, 0.4] [4941462.1, 0.3] [800055.3, 0.6]
2019-06-26 [45025392.4, 0.4] [19047465.3, 0.4] [4984940.8, 0.2] [807748.9, 0.6]
2019-06-27 [42751655.1, 0.4] [19084446.4, 0.4] [5046191.0, 0.2] [791331.5, 0.6]
2019-06-28 [39883445.5, 0.5] [18745116.6, 0.4] [4964041.2, 0.2] [804832.8, 0.6]
2019-07-01 [40379277.5, 0.5] [19561375.8, 0.4] [5018975.6, 0.2] [958995.2, 0.6]
2019-07-02 [39760145.9, 0.5] [19582812.2, 0.4] [5113392.4, 0.2] [1001435.4, 0.6]
2019-07-03 [38427684.7, 0.5] [19448974.1, 0.4] [5272395.4, 0.2] [970843.1, 0.6]
2019-07-05 [35522438.3, 0.5] [19167236.0, 0.4] [4425533.5, 0.3] [999220.1, 0.6]
2019-07-08 [33678529.8, 0.5] [19385038.6, 0.4] [4428545.9, 0.3] [978464.7, 0.6]
2019-07-09 [33137049.7, 0.5] [19536812.3, 0.4] [4152347.0, 0.3] [1078563.3, 0.5]
2019-07-10 [35119496.5, 0.5] [19442298.0, 0.4] [4011254.6, 0.3] [1120945.9, 0.5]
2019-07-11 [33869196.1, 0.5] [19106364.2, 0.4] [4157113.2, 0.3] [1132016.0, 0.5]
2019-07-12 [33780299.5, 0.5] [19243687.0, 0.4] [4207151.3, 0.3] [1219060.1, 0.5]
2019-07-15 [32370157.6, 0.5] [18208480.9, 0.4] [4035915.7, 0.3] [1251055.0, 0.5]
2019-07-16 [35171711.3, 0.5] [14947866.9, 0.4] [3868094.0, 0.3] [1196953.6, 0.5]
2019-07-17 [32111183.5, 0.5] [14368325.5, 0.4] [4048461.3, 0.3] [1025147.3, 0.5]
2019-07-18 [30275973.1, 0.5] [16543329.5, 0.4] [4328860.2, 0.2] [1446370.4, 0.3]
2019-07-19 [31853702.4, 0.5] [17570243.4, 0.3] [4158834.1, 0.3] [1516139.2, 0.3]
2019-07-22 [32825787.3, 0.5] [19319283.2, 0.2] [4082466.8, 0.3] [1469772.6, 0.3]
2019-07-23 [39426898.0, 0.3] [19876868.8, 0.2] [3961497.9, 0.3] [1595816.6, 0.2]
2019-07-24 [40949747.3, 0.3] [20012994.3, 0.2] [3982475.8, 0.3] [1531297.6, 0.3]
2019-07-25 [37953364.9, 0.4] [20648026.0, 0.2] [4123500.3, 0.3] [1549167.6, 0.3]
2019-07-26 [41114643.5, 0.3] [18726424.6, 0.3] [3547204.8, 0.4] [1671308.0, 0.3]
2019-07-29 [35829632.8, 0.4] [-3618738.7, 1.2] [3479429.9, 0.4] [1663837.0, 0.3]
2019-07-30 [33524434.1, 0.5] [17595999.2, 0.4] [3524324.3, 0.4] [1535610.2, 0.3]
2019-07-31 [34476197.2, 0.4] [17680602.6, 0.4] [3680377.4, 0.4] [1503356.6, 0.3]
2019-08-01 [35644281.8, 0.5] [17969765.5, 0.4] [3666663.7, 0.4] [1702257.4, 0.3]
2019-08-02 [32574974.6, 0.5] [18177951.8, 0.4] [3545019.6, 0.4] [1400878.7, 0.4]
2019-08-05 [28873505.8, 0.6] [17555579.1, 0.4] [3588163.8, 0.4] [1495840.3, 0.3]
2019-08-06 [21091242.2, 0.7] [17922054.5, 0.4] [3678266.4, 0.4] [1567325.1, 0.3]
2019-08-07 [21828312.8, 0.7] [18298047.6, 0.4] [3749000.2, 0.4] [1558855.3, 0.3]
2019-08-08 [23454784.0, 0.7] [18047796.5, 0.4] [3796008.1, 0.4] [1501521.3, 0.4]
2019-08-09 [26400949.8, 0.6] [18131159.5, 0.4] [3915011.3, 0.4] [1330676.6, 0.5]
2019-08-12 [24595671.4, 0.7] [17078433.1, 0.4] [3805514.0, 0.4] [1053091.1, 0.6]
2019-08-13 [24145883.4, 0.7] [16629400.8, 0.4] [3908176.8, 0.3] [1034057.8, 0.6]
2019-08-14 [27214803.0, 0.6] [17063419.1, 0.4] [3363037.7, 0.5] [1055078.7, 0.6]
2019-08-15 [31265426.6, 0.6] [18151282.9, 0.4] [3522119.6, 0.5] [1073887.4, 0.6]
2019-08-16 [32700199.0, 0.6] [17846075.1, 0.4] [3741040.1, 0.5] [1205435.0, 0.5]
2019-08-19 [33117040.4, 0.6] [17961262.0, 0.4] [3630503.8, 0.5] [1092782.0, 0.6]
2019-08-20 [27999595.8, 0.6] [17818359.3, 0.4] [3655432.5, 0.5] [1085750.0, 0.6]
2019-08-21 [24802089.7, 0.6] [17426651.6, 0.4] [3431650.2, 0.5] [1006964.6, 0.6]
2019-08-22 [22328976.4, 0.7] [16672041.8, 0.5] [3381779.5, 0.5] [917983.6, 0.6]
2019-08-23 [21529479.3, 0.7] [16865606.6, 0.5] [3416033.8, 0.5] [956522.3, 0.6]
2019-08-26 [27689203.4, 0.6] [18274225.5, 0.4] [3876937.3, 0.5] [1089730.2, 0.6]
2019-08-27 [33843363.1, 0.5] [18212149.1, 0.4] [3770292.7, 0.5] [937161.4, 0.6]
2019-08-28 [34849668.1, 0.5] [18086421.0, 0.4] [3862967.1, 0.5] [1005700.8, 0.6]
2019-08-29 [31471988.0, 0.6] [17326463.7, 0.4] [4236213.5, 0.4] [1065588.6, 0.6]
2019-08-30 [32110743.7, 0.6] [16804043.7, 0.4] [4621231.6, 0.4] [987563.1, 0.6]
2019-09-03 [32457225.9, 0.6] [16638816.1, 0.4] [4979053.0, 0.3] [995836.6, 0.6]
2019-09-04 [34149406.5, 0.5] [17186407.3, 0.4] [5414081.7, 0.3] [998108.8, 0.6]
2019-09-05 [34407525.9, 0.5] [16465062.4, 0.5] [5126809.1, 0.3] [935501.3, 0.6]
2019-09-06 [32657640.4, 0.5] [16253887.2, 0.4] [4730688.2, 0.3] [958218.8, 0.6]
2019-09-09 [31701574.0, 0.5] [17930630.4, 0.3] [4037991.3, 0.4] [979932.0, 0.6]
2019-09-10 [32428080.6, 0.5] [15401463.6, 0.4] [4315223.6, 0.4] [1095201.5, 0.5]
2019-09-11 [29723978.8, 0.6] [14158146.3, 0.5] [4514019.1, 0.4] [1153349.8, 0.5]
2019-09-12 [25688338.1, 0.6] [14245733.0, 0.5] [4995951.7, 0.3] [1018525.4, 0.5]
2019-09-13 [26866198.0, 0.6] [15014328.8, 0.4] [5460099.5, 0.3] [1015310.4, 0.5]
2019-09-16 [26801098.3, 0.6] [15777728.3, 0.4] [5476113.1, 0.3] [951689.1, 0.6]
2019-09-17 [36668470.8, 0.4] [17735208.8, 0.3] [5775197.7, 0.3] [996128.7, 0.6]
2019-09-18 [43224742.6, 0.3] [18846951.6, 0.2] [4816633.3, 0.4] [959262.0, 0.6]
2019-09-19 [47341328.4, 0.2] [19521097.9, 0.2] [5494156.1, 0.3] [993717.0, 0.5]
2019-09-20 [47072927.1, 0.2] [19765424.8, 0.2] [5456627.8, 0.3] [1204332.2, 0.4]
2019-09-23 [56178998.3, 0.1] [23098961.4, 0.1] [5892371.1, 0.3] [1476015.9, 0.2]
2019-09-24 [57826163.7, 0.0] [25652245.7, -0.0] [5462266.8, 0.3] [1522836.6, 0.2]
2019-09-25 [58387816.5, 0.0] [26279635.6, -0.1] [5080986.1, 0.3] [1621631.3, 0.1]
2019-09-26 [60094245.0, 0.0] [25677987.9, -0.0] [5175909.5, 0.3] [1933175.2, -0.1]
2019-09-27 [63119562.8, -0.1] [25287479.9, -0.0] [5118641.1, 0.3] [2045326.1, -0.2]
2019-09-30 [62455224.8, -0.0] [25037185.8, 0.0] [4969102.4, 0.3] [2021298.5, -0.2]
2019-10-01 [63201684.5, -0.0] [25012260.3, 0.0] [4832354.1, 0.3] [1926297.3, -0.1]
2019-10-02 [64645645.8, -0.1] [25323569.5, 0.0] [4845037.3, 0.3] [1823739.7, -0.1]
2019-10-03 [69094873.1, -0.1] [27646377.7, -0.1] [5270756.4, 0.3] [1914067.6, -0.1]
2019-10-04 [71396456.2, -0.1] [29262274.0, -0.1] [5526393.8, 0.3] [1826984.8, -0.0]
2019-10-07 [67088669.4, -0.1] [28071142.3, -0.1] [5376185.9, 0.3] [1575275.0, 0.1]
2019-10-08 [66406937.9, -0.1] [26820689.6, -0.0] [5265232.6, 0.3] [1581220.7, 0.1]
2019-10-09 [64302057.2, -0.1] [25730342.4, 0.0] [5439573.8, 0.3] [1472074.4, 0.1]
2019-10-10 [62393124.9, -0.0] [25757399.9, 0.0] [5383760.3, 0.3] [1373204.3, 0.2]
2019-10-11 [60625808.4, -0.0] [24691670.0, 0.0] [5364767.8, 0.3] [1383271.6, 0.2]
2019-10-14 [61143625.6, -0.0] [25089183.7, 0.0] [5461223.4, 0.3] [1140297.8, 0.3]
2019-10-15 [61216333.1, -0.1] [24294727.4, 0.0] [5335475.3, 0.3] [1015278.9, 0.4]
2019-10-16 [61047539.8, -0.0] [24602913.8, 0.0] [5556081.6, 0.2] [1003451.3, 0.4]
2019-10-17 [60083073.2, -0.0] [24292486.8, 0.0] [5576552.8, 0.2] [888769.6, 0.4]
2019-10-18 [59505564.2, -0.0] [23482040.6, 0.1] [5641060.3, 0.2] [897540.5, 0.4]
2019-10-21 [60059537.7, -0.0] [23333926.4, 0.1] [5417099.4, 0.3] [878614.6, 0.4]
2019-10-22 [60778563.9, -0.0] [23341423.8, 0.1] [5398233.1, 0.3] [949826.9, 0.4]
2019-10-23 [58922929.5, -0.0] [22743877.3, 0.1] [5198632.4, 0.3] [840722.3, 0.4]
2019-10-24 [56657268.8, 0.0] [21873806.6, 0.1] [4985648.2, 0.3] [781525.3, 0.5]
2019-10-25 [62042617.1, -0.0] [21501770.7, 0.1] [4907477.7, 0.4] [805548.8, 0.5]
2019-10-28 [36002153.6, 0.5] [21542297.1, 0.1] [4064488.6, 0.5] [755713.8, 0.5]
2019-10-29 [51024945.8, 0.2] [22985736.4, 0.1] [4336316.3, 0.4] [729106.7, 0.5]
2019-10-30 [51757375.2, 0.2] [20044156.0, 0.2] [4032328.3, 0.5] [783889.3, 0.5]
2019-10-31 [52283414.5, 0.2] [20520767.8, 0.2] [4332206.1, 0.4] [739108.9, 0.5]
2019-11-01 [47232438.7, 0.2] [18108775.8, 0.3] [4311906.5, 0.4] [831065.5, 0.4]
2019-11-04 [45673422.4, 0.3] [15133055.5, 0.4] [4437125.6, 0.4] [830924.2, 0.4]
2019-11-05 [43934123.1, 0.3] [14242357.2, 0.5] [4522851.5, 0.4] [812179.5, 0.4]
2019-11-06 [42787577.6, 0.3] [14339004.6, 0.4] [4432743.3, 0.4] [894975.3, 0.4]
2019-11-07 [41456116.9, 0.3] [14299098.8, 0.4] [4353181.9, 0.4] [808655.7, 0.5]
2019-11-08 [41324737.2, 0.3] [15495832.9, 0.4] [4529315.0, 0.4] [707175.8, 0.6]
2019-11-11 [40435544.3, 0.3] [16747092.2, 0.4] [4645356.1, 0.4] [812955.2, 0.5]
2019-11-12 [39098118.2, 0.3] [16494183.4, 0.4] [4410567.2, 0.4] [823565.4, 0.5]
2019-11-13 [38055249.3, 0.3] [16005824.7, 0.4] [4263919.2, 0.4] [803703.3, 0.5]
2019-11-14 [38564599.5, 0.3] [15654579.1, 0.4] [3938082.4, 0.5] [822664.0, 0.5]
2019-11-15 [38280305.1, 0.3] [15697304.7, 0.4] [3795413.7, 0.5] [841127.3, 0.4]
2019-11-18 [40413140.1, 0.3] [16661616.4, 0.4] [3694131.3, 0.5] [775854.9, 0.5]
2019-11-19 [40723547.6, 0.3] [16914058.0, 0.3] [3401485.6, 0.5] [761470.5, 0.5]
2019-11-20 [41042976.1, 0.3] [17674075.1, 0.3] [3374284.5, 0.5] [807980.7, 0.5]
2019-11-21 [41253051.4, 0.3] [18735916.8, 0.3] [3629447.8, 0.5] [820576.0, 0.5]
2019-11-22 [40635627.0, 0.3] [18164920.0, 0.3] [3724186.4, 0.5] [787151.8, 0.6]
2019-11-25 [40676056.9, 0.3] [19020230.9, 0.3] [3719727.6, 0.5] [995425.6, 0.4]
2019-11-26 [40612271.7, 0.3] [18251163.2, 0.3] [3335070.2, 0.5] [983101.3, 0.4]
2019-11-27 [40724999.8, 0.3] [17927960.2, 0.3] [3349682.2, 0.5] [1103013.2, 0.4]
2019-11-29 [40931018.1, 0.3] [17997020.3, 0.3] [3116819.9, 0.6] [1124815.9, 0.3]
2019-12-02 [39802332.6, 0.3] [15819395.0, 0.4] [2892866.7, 0.6] [1027287.7, 0.4]
2019-12-03 [42213620.0, 0.3] [18199192.8, 0.3] [3164071.8, 0.6] [991480.2, 0.4]
2019-12-04 [43110709.2, 0.3] [18767432.7, 0.3] [3147007.4, 0.6] [1002916.3, 0.4]
2019-12-05 [43967119.0, 0.3] [19970194.6, 0.3] [3088756.2, 0.5] [1052988.9, 0.4]
2019-12-06 [41187673.0, 0.3] [20721283.1, 0.2] [3026270.6, 0.5] [1021935.0, 0.4]
2019-12-09 [46992303.7, 0.1] [20874901.1, 0.2] [3834821.7, 0.4] [1052544.3, 0.4]
2019-12-10 [52003088.0, 0.0] [18939983.1, 0.3] [4284413.6, 0.3] [1032709.9, 0.4]
2019-12-11 [49097872.6, 0.1] [21885762.1, 0.1] [4466253.0, 0.3] [927384.4, 0.4]
2019-12-12 [48725068.0, 0.1] [21166077.7, 0.2] [4577423.6, 0.2] [897352.4, 0.4]
2019-12-13 [50482024.2, 0.1] [21744369.6, 0.1] [5431626.0, 0.1] [827239.1, 0.5]
2019-12-16 [50423836.5, 0.1] [22398670.1, 0.1] [5847506.2, 0.0] [806002.0, 0.5]
2019-12-17 [50582474.2, 0.1] [22890325.5, 0.1] [5878955.7, 0.0] [835979.9, 0.5]
2019-12-18 [49060627.5, 0.1] [22365529.7, 0.1] [5893990.3, 0.0] [744091.1, 0.5]
2019-12-19 [50725881.5, 0.1] [21505537.4, 0.2] [5958681.0, -0.0] [816346.5, 0.4]
2019-12-20 [51815063.2, 0.1] [19870636.6, 0.2] [5941541.0, -0.0] [1002556.8, 0.3]
2019-12-23 [56971015.8, 0.0] [15118113.6, 0.5] [5986987.0, 0.0] [874820.2, 0.4]
2019-12-24 [68360277.2, -0.2] [25953426.4, 0.0] [5177089.1, 0.2] [890003.1, 0.4]
2019-12-26 [64556989.8, -0.1] [23999601.5, 0.1] [5313501.8, 0.1] [896031.1, 0.4]
2019-12-27 [86634599.4, -0.5] [22387659.6, 0.1] [5197053.2, 0.1] [864629.0, 0.4]
2019-12-30 [57991290.5, 0.1] [21987927.4, 0.1] [5406176.4, 0.1] [826652.1, 0.4]
2019-12-31 [54601050.3, 0.1] [21172904.4, 0.2] [5674912.5, 0.1] [750665.1, 0.5]
**************************************************************************************************
Printing values of coeff: A and B in AR(1) 60-day rolling model
**************************************************************************************************
AMZN_60_2019_Coeff GOOG_60_2019_Coeff AAL_60_2019_Coeff NCLH_60_2019_Coeff
Date
2019-03-29 [40380602.2, 0.6] [18823679.4, 0.4] [5671480.4, 0.3] [1006525.1, 0.5]
2019-04-01 [39829271.4, 0.6] [18693724.9, 0.4] [5130529.6, 0.4] [1010750.2, 0.5]
2019-04-02 [41991632.5, 0.6] [18796004.2, 0.4] [4948919.3, 0.4] [1011112.8, 0.5]
2019-04-03 [42419703.0, 0.6] [18635604.2, 0.4] [5012113.4, 0.4] [995822.8, 0.5]
2019-04-04 [45376355.1, 0.5] [18369386.9, 0.4] [5009782.7, 0.4] [938955.2, 0.6]
2019-04-05 [43564307.6, 0.5] [17786925.2, 0.4] [5082799.3, 0.4] [921165.4, 0.6]
2019-04-08 [43558888.4, 0.5] [17195131.9, 0.4] [4457211.5, 0.4] [922351.1, 0.6]
2019-04-09 [42479315.5, 0.6] [16639770.3, 0.4] [3336715.8, 0.6] [942952.8, 0.6]
2019-04-10 [41554047.9, 0.6] [16207928.3, 0.4] [3436522.2, 0.6] [954074.8, 0.6]
2019-04-11 [40728815.2, 0.6] [15389953.2, 0.4] [3380650.3, 0.6] [937384.8, 0.6]
2019-04-12 [39809874.4, 0.6] [14762811.9, 0.5] [3349333.1, 0.6] [947360.1, 0.6]
2019-04-15 [38394440.8, 0.6] [14592511.4, 0.5] [3260054.0, 0.6] [959570.6, 0.6]
2019-04-16 [37496558.3, 0.6] [14224423.9, 0.5] [3335334.8, 0.6] [946857.6, 0.6]
2019-04-17 [37223325.9, 0.6] [13908967.9, 0.5] [2829208.8, 0.6] [947062.7, 0.6]
2019-04-18 [36150047.6, 0.6] [13983839.3, 0.5] [2974916.0, 0.6] [1001786.7, 0.5]
2019-04-22 [35182873.5, 0.6] [13799347.3, 0.5] [3298766.2, 0.5] [1040434.8, 0.5]
2019-04-23 [34766658.2, 0.6] [13667391.2, 0.5] [3888339.0, 0.4] [1081539.5, 0.5]
2019-04-24 [35528748.8, 0.6] [13951917.6, 0.5] [4546186.7, 0.3] [985990.5, 0.5]
2019-04-25 [35356523.7, 0.6] [13963358.6, 0.5] [4156151.7, 0.4] [987712.4, 0.5]
2019-04-26 [36615193.4, 0.6] [13798510.1, 0.5] [4217892.2, 0.4] [1058227.4, 0.5]
2019-04-29 [37175647.7, 0.6] [13699726.5, 0.5] [4327977.0, 0.4] [1008694.7, 0.5]
2019-04-30 [55785020.7, 0.3] [14349414.8, 0.5] [4474782.2, 0.3] [923347.6, 0.5]
2019-05-01 [44786984.2, 0.5] [7325439.3, 0.8] [4393396.0, 0.3] [958371.1, 0.5]
2019-05-02 [44041397.5, 0.5] [16315991.2, 0.4] [4227875.8, 0.4] [961011.8, 0.5]
2019-05-03 [44459173.0, 0.5] [16023361.7, 0.4] [4206960.1, 0.4] [1045240.1, 0.5]
2019-05-06 [45353414.7, 0.5] [16066886.2, 0.4] [4172776.2, 0.4] [1053857.6, 0.5]
2019-05-07 [45089872.4, 0.5] [15968963.8, 0.4] [4113170.7, 0.4] [1076106.8, 0.5]
2019-05-08 [42687667.0, 0.5] [16111681.4, 0.4] [4290179.6, 0.4] [1125871.7, 0.5]
2019-05-09 [42623472.4, 0.5] [15854453.3, 0.4] [4215170.7, 0.4] [1168816.5, 0.5]
2019-05-10 [42933782.6, 0.5] [15857690.9, 0.4] [4120921.0, 0.4] [1155648.8, 0.5]
2019-05-13 [42179479.8, 0.5] [16057962.9, 0.4] [4141545.5, 0.4] [1233584.8, 0.4]
2019-05-14 [41410742.7, 0.5] [16095798.0, 0.4] [3699972.0, 0.4] [1192800.5, 0.5]
2019-05-15 [42029345.9, 0.5] [16223360.1, 0.4] [3406536.0, 0.5] [1178877.9, 0.5]
2019-05-16 [42622705.0, 0.5] [16359527.0, 0.5] [3325144.0, 0.5] [1211837.4, 0.4]
2019-05-17 [43054395.0, 0.5] [16401123.5, 0.4] [3269403.8, 0.5] [1139703.0, 0.5]
2019-05-20 [43976037.3, 0.5] [16471678.3, 0.4] [3238321.6, 0.5] [1189596.2, 0.4]
2019-05-21 [44812905.2, 0.5] [16380792.2, 0.4] [3132708.7, 0.5] [1261453.9, 0.4]
2019-05-22 [46370773.4, 0.5] [16255873.3, 0.4] [3038954.3, 0.5] [1315017.2, 0.4]
2019-05-23 [46313120.9, 0.5] [16174865.0, 0.4] [3289917.9, 0.5] [1343648.5, 0.3]
2019-05-24 [48749836.3, 0.5] [15930384.2, 0.5] [2950722.1, 0.5] [1377893.2, 0.3]
2019-05-28 [46386685.9, 0.5] [15814713.2, 0.5] [3364723.3, 0.5] [1281331.6, 0.4]
2019-05-29 [45751874.4, 0.5] [15859049.7, 0.5] [3424150.4, 0.5] [1249884.9, 0.4]
2019-05-30 [44355226.0, 0.5] [15913218.8, 0.5] [3460913.3, 0.5] [1241319.6, 0.4]
2019-05-31 [43891187.6, 0.5] [15889446.7, 0.5] [3421759.0, 0.5] [1223471.6, 0.4]
2019-06-03 [44648707.5, 0.5] [16182797.5, 0.4] [3521396.4, 0.5] [1187575.7, 0.4]
2019-06-04 [45026496.3, 0.5] [17344660.1, 0.5] [3521338.6, 0.5] [1193850.2, 0.4]
2019-06-05 [48828051.6, 0.5] [17865725.4, 0.4] [3487059.3, 0.5] [1291818.7, 0.4]
2019-06-06 [49775038.9, 0.4] [17747090.3, 0.4] [3600480.6, 0.4] [847636.9, 0.6]
2019-06-07 [49967618.9, 0.4] [17768025.0, 0.4] [3974827.0, 0.4] [954082.0, 0.6]
2019-06-10 [51798551.6, 0.4] [17949670.0, 0.4] [3735539.1, 0.4] [982744.5, 0.5]
2019-06-11 [45970272.1, 0.5] [17290463.9, 0.4] [3682201.7, 0.4] [964563.2, 0.5]
2019-06-12 [45177593.1, 0.5] [17110245.5, 0.4] [3522661.1, 0.4] [968434.5, 0.5]
2019-06-13 [44878798.8, 0.5] [16887353.6, 0.4] [3542484.5, 0.4] [948750.8, 0.5]
2019-06-14 [44886533.8, 0.5] [16472335.0, 0.5] [3767595.9, 0.4] [910026.4, 0.6]
2019-06-17 [44450204.5, 0.5] [16289631.2, 0.5] [3982801.5, 0.4] [908659.2, 0.6]
2019-06-18 [44327544.1, 0.5] [15876876.8, 0.5] [3886964.9, 0.4] [862672.0, 0.6]
2019-06-19 [44976254.3, 0.5] [16001838.4, 0.5] [3746408.7, 0.4] [857434.8, 0.6]
2019-06-20 [44426198.6, 0.5] [15818656.0, 0.5] [3817834.5, 0.4] [816406.9, 0.6]
2019-06-21 [43914828.4, 0.5] [15776910.4, 0.5] [3867776.3, 0.4] [906754.8, 0.6]
2019-06-24 [44383568.0, 0.5] [16239868.4, 0.5] [3850842.9, 0.4] [891737.6, 0.6]
2019-06-25 [43869350.2, 0.5] [16211350.4, 0.5] [3822345.1, 0.4] [865337.4, 0.6]
2019-06-26 [42915673.1, 0.5] [16319763.4, 0.5] [3844084.7, 0.4] [876540.7, 0.6]
2019-06-27 [41693145.8, 0.5] [16694772.0, 0.5] [3873121.1, 0.4] [885625.4, 0.6]
2019-06-28 [39704340.8, 0.5] [16744087.8, 0.5] [4023608.0, 0.3] [902470.1, 0.6]
2019-07-01 [39798526.6, 0.5] [17245073.3, 0.4] [3918630.7, 0.3] [992843.2, 0.6]
2019-07-02 [39551224.2, 0.5] [17473718.1, 0.4] [4046960.9, 0.3] [1022335.4, 0.5]
2019-07-03 [38673721.3, 0.5] [17573394.9, 0.4] [4161489.9, 0.3] [1012272.3, 0.5]
2019-07-05 [36604172.2, 0.5] [17487686.2, 0.4] [3997692.1, 0.3] [1016682.4, 0.5]
2019-07-08 [36849111.2, 0.5] [17949980.0, 0.4] [3802433.4, 0.3] [1018618.0, 0.5]
2019-07-09 [37186749.2, 0.5] [18286442.9, 0.4] [3875051.4, 0.3] [1041010.0, 0.5]
2019-07-10 [38426106.5, 0.5] [18485209.6, 0.4] [3838125.8, 0.3] [1039188.4, 0.5]
2019-07-11 [38338487.7, 0.5] [18446278.7, 0.4] [3875535.6, 0.3] [1040031.6, 0.5]
2019-07-12 [38853336.3, 0.5] [18650290.4, 0.4] [3887197.4, 0.3] [1049406.0, 0.5]
2019-07-15 [39265686.0, 0.5] [18361956.5, 0.4] [3974585.1, 0.3] [1009021.5, 0.5]
2019-07-16 [39680549.1, 0.5] [18107663.7, 0.4] [4020193.1, 0.3] [995095.2, 0.5]
2019-07-17 [38737544.0, 0.5] [18400863.2, 0.4] [4204207.3, 0.3] [1041784.8, 0.5]
2019-07-18 [37018652.9, 0.5] [18193268.9, 0.4] [4338787.6, 0.3] [1047663.1, 0.5]
2019-07-19 [37316883.3, 0.5] [18354271.0, 0.4] [4407301.7, 0.3] [1029928.1, 0.5]
2019-07-22 [35692808.9, 0.5] [18628498.7, 0.4] [4266380.3, 0.3] [1038479.7, 0.5]
2019-07-23 [38945161.7, 0.5] [18635874.2, 0.4] [4135152.7, 0.3] [1102165.5, 0.5]
2019-07-24 [31588396.0, 0.6] [17817219.8, 0.4] [3981872.8, 0.3] [1114761.8, 0.5]
2019-07-25 [31022137.9, 0.6] [19279002.8, 0.3] [4076242.2, 0.3] [1090990.9, 0.5]
2019-07-26 [32606490.3, 0.6] [17106579.9, 0.4] [3985567.4, 0.3] [1068718.7, 0.5]
2019-07-29 [32222191.1, 0.6] [15213361.3, 0.5] [4086334.6, 0.3] [1011632.5, 0.5]
2019-07-30 [31601493.2, 0.6] [17998903.4, 0.4] [4102407.6, 0.3] [972014.9, 0.6]
2019-07-31 [32097606.5, 0.6] [18095989.6, 0.4] [4163156.3, 0.3] [981804.0, 0.5]
2019-08-01 [34602342.8, 0.5] [18187196.1, 0.4] [4092089.3, 0.3] [1046031.4, 0.5]
2019-08-02 [33221130.9, 0.6] [18277503.5, 0.4] [4116196.7, 0.3] [1008115.6, 0.5]
2019-08-05 [32818014.6, 0.6] [18431276.7, 0.4] [4183971.0, 0.3] [1019097.7, 0.5]
2019-08-06 [32776256.2, 0.6] [18745993.3, 0.4] [4252108.2, 0.3] [1010935.1, 0.5]
2019-08-07 [33965105.1, 0.5] [18699642.3, 0.4] [4245461.8, 0.3] [1014228.2, 0.5]
2019-08-08 [33596531.7, 0.6] [18650201.8, 0.4] [4259155.1, 0.3] [1009231.2, 0.5]
2019-08-09 [33952073.2, 0.5] [18574288.2, 0.4] [4301069.5, 0.3] [955062.7, 0.6]
2019-08-12 [33882440.1, 0.5] [18284977.9, 0.4] [4273512.6, 0.3] [967703.1, 0.6]
2019-08-13 [33802136.1, 0.5] [18134033.4, 0.4] [4484386.8, 0.3] [1004490.3, 0.6]
2019-08-14 [34303337.7, 0.5] [18145848.0, 0.4] [4281950.6, 0.3] [1021309.8, 0.6]
2019-08-15 [34306110.0, 0.5] [18377008.8, 0.4] [4118411.6, 0.4] [1006728.9, 0.6]
2019-08-16 [34773636.8, 0.5] [18599433.0, 0.4] [3814215.2, 0.4] [1046797.4, 0.6]
2019-08-19 [33441827.0, 0.5] [18621909.2, 0.4] [3946505.8, 0.4] [1053826.4, 0.6]
2019-08-20 [32784605.7, 0.6] [18694709.6, 0.4] [3695261.8, 0.4] [1085099.1, 0.6]
2019-08-21 [31616510.4, 0.6] [18379324.2, 0.4] [3626645.6, 0.4] [1093111.5, 0.6]
2019-08-22 [29873648.4, 0.6] [17844395.2, 0.4] [3610179.6, 0.4] [1055436.3, 0.6]
2019-08-23 [29684830.5, 0.6] [17775457.0, 0.4] [3637292.2, 0.4] [1099316.7, 0.6]
2019-08-26 [31202660.1, 0.6] [17931582.2, 0.4] [3622004.5, 0.4] [1168684.1, 0.5]
2019-08-27 [34756538.9, 0.5] [16543751.1, 0.4] [3648008.7, 0.4] [1157490.3, 0.5]
2019-08-28 [31498243.8, 0.5] [15716650.1, 0.4] [3616415.7, 0.4] [1034555.0, 0.6]
2019-08-29 [29924526.1, 0.6] [15520939.4, 0.4] [3643723.2, 0.4] [1250364.8, 0.4]
2019-08-30 [30069773.7, 0.6] [15438333.2, 0.4] [3605010.1, 0.5] [1165010.7, 0.5]
2019-09-03 [29928658.4, 0.6] [15358772.4, 0.4] [3646034.5, 0.4] [1211546.7, 0.5]
2019-09-04 [31811382.3, 0.5] [15482157.9, 0.4] [3702907.8, 0.4] [1211788.0, 0.5]
2019-09-05 [30915731.2, 0.5] [15400305.3, 0.4] [3794170.3, 0.4] [1187949.4, 0.5]
2019-09-06 [31207164.2, 0.5] [15623975.1, 0.4] [3803245.1, 0.4] [1231102.1, 0.5]
2019-09-09 [31121877.3, 0.5] [15674812.6, 0.4] [3555223.5, 0.5] [1247383.7, 0.5]
2019-09-10 [31475040.8, 0.5] [15960985.4, 0.4] [3451455.4, 0.5] [1264403.3, 0.4]
2019-09-11 [31482375.9, 0.5] [16174491.9, 0.4] [3563282.1, 0.5] [1299976.6, 0.4]
2019-09-12 [29700965.8, 0.5] [15973299.9, 0.4] [3786811.6, 0.4] [1326277.4, 0.4]
2019-09-13 [29439205.8, 0.6] [16169747.6, 0.4] [3998903.8, 0.4] [1340081.2, 0.4]
2019-09-16 [28318900.2, 0.6] [16253298.4, 0.4] [3906477.8, 0.4] [1182737.8, 0.5]
2019-09-17 [30186189.8, 0.5] [15762537.1, 0.4] [3965314.3, 0.4] [1232275.6, 0.4]
2019-09-18 [29793257.0, 0.5] [15413640.2, 0.4] [3661682.3, 0.5] [1245641.7, 0.4]
2019-09-19 [29254926.3, 0.6] [15304925.3, 0.4] [3950743.3, 0.4] [1219570.9, 0.4]
2019-09-20 [28696499.6, 0.6] [15078049.5, 0.4] [3968921.2, 0.4] [1203465.2, 0.5]
2019-09-23 [34350255.5, 0.5] [15848860.3, 0.4] [4102837.6, 0.4] [1216261.5, 0.5]
2019-09-24 [36570412.1, 0.4] [16081682.6, 0.4] [4114424.5, 0.4] [1087490.3, 0.5]
2019-09-25 [37712816.1, 0.4] [16338656.1, 0.4] [3946626.2, 0.4] [1046516.3, 0.5]
2019-09-26 [38466545.4, 0.4] [16447239.8, 0.4] [3887381.9, 0.4] [1017328.7, 0.5]
2019-09-27 [40011905.3, 0.4] [16891193.7, 0.4] [4021629.5, 0.4] [1023455.8, 0.5]
2019-09-30 [40251149.0, 0.4] [16735668.7, 0.4] [4224306.6, 0.4] [1020622.2, 0.5]
2019-10-01 [40750653.9, 0.4] [16804249.7, 0.4] [4152011.4, 0.4] [943291.2, 0.5]
2019-10-02 [39645992.6, 0.4] [16763616.9, 0.4] [4214197.8, 0.4] [921814.4, 0.6]
2019-10-03 [40579767.7, 0.4] [16977456.6, 0.4] [4291927.2, 0.4] [952979.2, 0.5]
2019-10-04 [41185923.2, 0.4] [17071247.3, 0.4] [4435983.2, 0.4] [967019.1, 0.5]
2019-10-07 [39995332.8, 0.4] [17368254.2, 0.4] [4493948.1, 0.4] [981857.2, 0.5]
2019-10-08 [38857857.4, 0.4] [17372721.5, 0.4] [4622638.5, 0.4] [1001696.5, 0.5]
2019-10-09 [38769834.2, 0.4] [17163955.4, 0.4] [4687728.1, 0.4] [923243.8, 0.6]
2019-10-10 [38114056.7, 0.4] [16911497.4, 0.4] [4722323.8, 0.4] [885103.0, 0.6]
2019-10-11 [37150918.4, 0.4] [16536616.0, 0.4] [4889072.9, 0.3] [883561.9, 0.6]
2019-10-14 [37498214.8, 0.4] [16501045.4, 0.4] [5070638.3, 0.3] [851899.4, 0.6]
2019-10-15 [37121959.9, 0.4] [16250302.6, 0.4] [5207150.5, 0.3] [743414.1, 0.6]
2019-10-16 [38231329.4, 0.4] [16594507.9, 0.4] [5463027.2, 0.3] [765769.6, 0.6]
2019-10-17 [38399310.8, 0.4] [16245908.5, 0.4] [5386125.4, 0.3] [744659.3, 0.6]
2019-10-18 [36791708.3, 0.4] [15963782.2, 0.4] [5254730.6, 0.3] [731631.3, 0.6]
2019-10-21 [37979388.1, 0.4] [18690545.7, 0.3] [5084869.7, 0.3] [739377.2, 0.6]
2019-10-22 [38654139.5, 0.4] [18251378.8, 0.3] [5083709.9, 0.3] [781213.6, 0.6]
2019-10-23 [36721499.9, 0.4] [17685093.4, 0.3] [5156993.7, 0.3] [750006.7, 0.6]
2019-10-24 [34882833.5, 0.4] [17420817.9, 0.3] [5188788.0, 0.3] [663743.0, 0.6]
2019-10-25 [38618781.6, 0.4] [17602932.7, 0.3] [5080952.6, 0.3] [693971.4, 0.6]
2019-10-28 [33561475.5, 0.5] [17973145.2, 0.3] [4631893.6, 0.4] [649857.1, 0.6]
2019-10-29 [46225192.1, 0.3] [20075825.6, 0.2] [4561515.4, 0.4] [640865.4, 0.6]
2019-10-30 [48272496.5, 0.2] [19227408.3, 0.2] [4603241.3, 0.4] [668161.7, 0.6]
2019-10-31 [48866679.4, 0.2] [19326615.0, 0.2] [4708584.8, 0.4] [740826.0, 0.6]
2019-11-01 [48943496.5, 0.2] [19349858.1, 0.2] [4789046.2, 0.4] [902436.3, 0.5]
2019-11-04 [48768306.9, 0.2] [19092285.1, 0.2] [4964400.7, 0.4] [1009358.4, 0.4]
2019-11-05 [48694027.7, 0.2] [19167124.2, 0.2] [4810771.2, 0.4] [1009814.5, 0.4]
2019-11-06 [47589474.3, 0.2] [19076039.3, 0.3] [4656161.4, 0.4] [1120071.9, 0.3]
2019-11-07 [47273150.3, 0.2] [18961842.2, 0.2] [4538588.8, 0.4] [1202244.9, 0.3]
2019-11-08 [47532483.6, 0.2] [19460473.5, 0.2] [4583041.9, 0.4] [1101969.2, 0.4]
2019-11-11 [47038319.5, 0.2] [19915328.4, 0.2] [4562976.1, 0.4] [1130708.9, 0.3]
2019-11-12 [46268791.6, 0.2] [19815146.8, 0.2] [4457441.7, 0.4] [1132631.3, 0.3]
2019-11-13 [45955486.3, 0.2] [19824262.5, 0.2] [4641711.4, 0.4] [1141706.1, 0.3]
2019-11-14 [46956233.9, 0.2] [20141367.5, 0.2] [4662420.9, 0.4] [1148453.6, 0.3]
2019-11-15 [46852051.2, 0.2] [20645243.1, 0.2] [4635531.6, 0.4] [1130500.9, 0.3]
2019-11-18 [46453840.7, 0.2] [20264027.1, 0.2] [4433157.4, 0.4] [1111438.1, 0.3]
2019-11-19 [46077986.5, 0.2] [19969538.0, 0.2] [4369464.6, 0.4] [1064347.0, 0.4]
2019-11-20 [45798440.0, 0.2] [20104254.5, 0.2] [4329897.1, 0.4] [1057737.9, 0.4]
2019-11-21 [45945280.1, 0.2] [20601750.5, 0.2] [4428485.5, 0.4] [1023236.6, 0.4]
2019-11-22 [45696005.6, 0.2] [20746117.4, 0.2] [4474792.4, 0.4] [1008231.0, 0.4]
2019-11-25 [45455269.3, 0.2] [21102502.1, 0.2] [4442758.3, 0.4] [1004999.5, 0.4]
2019-11-26 [45769062.5, 0.2] [20887890.8, 0.2] [4361963.2, 0.4] [988273.2, 0.4]
2019-11-27 [45650155.6, 0.2] [20575292.2, 0.2] [4373218.5, 0.4] [1023408.9, 0.4]
2019-11-29 [45241357.1, 0.2] [20093266.0, 0.2] [4260680.0, 0.4] [1010497.7, 0.4]
2019-12-02 [44995468.8, 0.2] [19183592.0, 0.2] [4093535.2, 0.4] [961715.3, 0.4]
2019-12-03 [46233388.7, 0.2] [20013642.6, 0.2] [4134748.3, 0.4] [950741.0, 0.4]
2019-12-04 [46230551.5, 0.2] [20076178.2, 0.2] [4146311.0, 0.4] [973861.1, 0.4]
2019-12-05 [46488877.7, 0.2] [20291480.7, 0.2] [4006495.2, 0.4] [912523.4, 0.4]
2019-12-06 [46464227.9, 0.2] [20241684.9, 0.2] [3847036.3, 0.5] [899511.5, 0.4]
2019-12-09 [46960652.9, 0.2] [20195698.1, 0.2] [3823070.1, 0.5] [895739.2, 0.4]
2019-12-10 [45819342.0, 0.2] [20266439.7, 0.2] [3620761.4, 0.5] [857598.7, 0.4]
2019-12-11 [45335089.2, 0.2] [20560555.9, 0.2] [3953064.3, 0.4] [830498.0, 0.5]
2019-12-12 [45064289.4, 0.2] [20290563.2, 0.2] [3689001.6, 0.5] [829413.2, 0.5]
2019-12-13 [45967640.9, 0.2] [20661134.5, 0.2] [3867232.0, 0.4] [830277.5, 0.5]
2019-12-16 [43121528.8, 0.3] [19374151.6, 0.2] [3896923.8, 0.4] [812286.0, 0.5]
2019-12-17 [42213963.5, 0.3] [17770603.2, 0.3] [3939137.2, 0.4] [820991.2, 0.5]
2019-12-18 [41737238.0, 0.3] [17261692.2, 0.3] [3952884.1, 0.4] [816487.4, 0.5]
2019-12-19 [41790121.3, 0.3] [17222376.0, 0.3] [3889228.5, 0.4] [821464.2, 0.5]
2019-12-20 [41888629.4, 0.3] [17221839.4, 0.3] [3956912.0, 0.4] [820404.2, 0.5]
2019-12-23 [43350096.7, 0.3] [16466486.1, 0.4] [4153872.7, 0.4] [803357.7, 0.5]
2019-12-24 [45147367.6, 0.2] [21913317.0, 0.2] [4205659.1, 0.4] [835401.5, 0.5]
2019-12-26 [43225779.3, 0.2] [20728347.6, 0.2] [4304003.1, 0.4] [849815.5, 0.5]
2019-12-27 [49901329.0, 0.1] [19567408.8, 0.2] [4085533.1, 0.4] [810943.2, 0.5]
2019-12-30 [44814397.8, 0.2] [19522160.7, 0.2] [4098431.3, 0.4] [814568.2, 0.4]
2019-12-31 [44979444.5, 0.2] [19320205.2, 0.2] [4109472.3, 0.4] [797390.4, 0.5]
**************************************************************************************************
Printing values of coeff: A and B in AR(1) 10-day rolling model
**************************************************************************************************
AMZN_10_2020_Coeff GOOG_10_2020_Coeff AAL_10_2020_Coeff NCLH_10_2020_Coeff
Date
2020-01-16 [19829873.9, 0.7] [31597299.8, -0.0] [12031489.7, -0.5] [838169.7, 0.4]
2020-01-17 [14415560.6, 0.8] [27077962.3, 0.1] [9245565.9, -0.3] [659821.1, 0.5]
2020-01-21 [46140901.0, 0.3] [50614962.3, -0.6] [10186069.8, -0.4] [834531.3, 0.3]
2020-01-22 [53623472.7, 0.2] [28153529.4, 0.2] [11910845.6, -0.5] [257914.5, 0.9]
2020-01-23 [59315201.1, 0.1] [29993434.0, 0.1] [7804781.0, 0.1] [-595530.6, 1.6]
2020-01-24 [57996494.6, 0.1] [29745116.0, 0.1] [7160665.5, 0.4] [1057398.1, 0.4]
2020-01-27 [72926644.1, -0.1] [30281983.4, 0.1] [7270467.2, 0.4] [1352871.4, 0.2]
2020-01-28 [73510735.0, -0.1] [30108552.9, 0.1] [7710533.9, 0.5] [1364519.8, 0.3]
2020-01-29 [74028524.2, -0.1] [30398129.2, 0.1] [9210855.3, 0.3] [1774190.8, 0.1]
2020-01-30 [56273042.5, 0.1] [29636394.4, 0.1] [10281660.5, 0.3] [1941982.8, 0.0]
2020-01-31 [129168175.1, -0.9] [30427015.4, 0.1] [12000486.9, 0.2] [2812380.1, -0.3]
2020-02-03 [-85389090.2, 2.6] [27101403.4, 0.2] [13972216.2, 0.1] [3021144.1, -0.4]
2020-02-04 [73455297.5, 0.3] [9731131.8, 0.8] [10658491.1, 0.2] [3116837.9, -0.4]
2020-02-05 [78220989.3, 0.3] [-5062426.0, 1.3] [10078221.9, 0.3] [2996981.4, -0.4]
2020-02-06 [84891221.6, 0.2] [22198381.2, 0.5] [5137479.1, 0.5] [2750100.1, -0.2]
2020-02-07 [83313207.1, 0.2] [20903935.5, 0.5] [4734805.8, 0.5] [2815521.1, -0.3]
2020-02-10 [89564018.0, 0.2] [18217459.7, 0.5] [7063648.4, 0.2] [2792826.2, -0.3]
2020-02-11 [98050684.7, 0.2] [18410842.7, 0.5] [16478740.4, -0.7] [2592698.6, -0.2]
2020-02-12 [115234084.4, 0.1] [19721975.9, 0.5] [13897804.3, -0.4] [3311287.8, -0.5]
2020-02-13 [104027517.3, 0.1] [18098174.3, 0.5] [13549152.9, -0.4] [2320505.3, -0.1]
2020-02-14 [73685480.7, 0.1] [9138257.8, 0.7] [13599524.9, -0.4] [2700247.3, -0.3]
2020-02-18 [41962296.7, 0.5] [10130418.0, 0.6] [12709489.0, -0.4] [2675529.6, -0.3]
2020-02-19 [42200570.6, 0.4] [16817670.1, 0.3] [12277162.5, -0.3] [2642122.8, -0.2]
2020-02-20 [34040911.3, 0.5] [11922757.0, 0.5] [12364552.2, -0.4] [2601524.9, -0.2]
2020-02-21 [33648311.8, 0.5] [19156899.6, 0.2] [12625141.9, -0.4] [1053473.1, 0.7]
2020-02-24 [31698905.8, 0.6] [21165115.6, 0.1] [13410975.3, -0.4] [1325836.3, 0.6]
2020-02-25 [25981246.1, 0.7] [-15290606.9, 1.8] [8194527.0, 0.2] [756123.2, 0.9]
2020-02-26 [25161189.3, 0.7] [6498521.7, 0.9] [2142362.3, 0.9] [1151742.4, 0.8]
2020-02-27 [17316388.6, 0.8] [8784039.5, 0.8] [3590405.6, 0.8] [992360.4, 0.9]
2020-02-28 [13607082.7, 1.0] [9403428.3, 0.9] [2104343.0, 1.0] [612900.3, 1.1]
2020-03-02 [13847116.4, 1.0] [5349767.9, 1.0] [3160327.0, 1.0] [1754256.9, 0.8]
2020-03-03 [43458546.9, 0.7] [19412247.8, 0.6] [3147035.5, 1.0] [2706446.9, 0.6]
2020-03-04 [60441474.5, 0.6] [26555592.4, 0.5] [6574494.1, 0.8] [3991000.3, 0.5]
2020-03-05 [93820682.4, 0.3] [37424722.2, 0.3] [7300289.2, 0.9] [3500458.7, 0.5]
2020-03-06 [98660938.1, 0.3] [50942128.1, 0.0] [10934050.2, 0.8] [4715300.0, 0.4]
2020-03-09 [79871306.8, 0.4] [45121184.7, 0.1] [4366355.5, 1.0] [3619625.2, 0.6]
2020-03-10 [97280263.8, 0.3] [45190014.9, 0.2] [15166748.9, 0.6] [3842406.2, 0.6]
2020-03-11 [102938254.4, 0.3] [50691758.7, 0.1] [23483958.9, 0.5] [-2411987.2, 1.4]
2020-03-12 [81375523.6, 0.4] [46167125.5, 0.1] [34091992.3, 0.2] [1102174.0, 1.0]
2020-03-13 [144039655.2, -0.1] [56900346.0, -0.0] [41900689.4, 0.1] [-342768.2, 1.2]
2020-03-16 [108544320.0, 0.2] [32469228.8, 0.5] [40862838.0, 0.2] [-1740569.6, 1.4]
2020-03-17 [100522826.6, 0.3] [27200858.9, 0.6] [22830101.4, 0.6] [5270029.5, 0.9]
2020-03-18 [90524496.2, 0.5] [36919946.4, 0.5] [44613268.5, 0.2] [8020436.7, 0.7]
2020-03-19 [115505269.7, 0.3] [38052103.8, 0.5] [49525289.9, 0.2] [9942487.8, 0.6]
2020-03-20 [149981122.9, 0.2] [49772902.1, 0.3] [46123640.6, 0.3] [10665336.1, 0.6]
2020-03-23 [161962303.7, 0.1] [49161274.4, 0.3] [52389961.8, 0.2] [17006377.7, 0.4]
2020-03-24 [187176635.3, -0.0] [58302919.3, 0.2] [54664876.4, 0.1] [17057858.1, 0.4]
2020-03-25 [225917603.1, -0.2] [103802440.4, -0.3] [78970214.5, -0.1] [21809417.8, 0.3]
2020-03-26 [67698968.1, 0.6] [113494152.2, -0.5] [68140700.6, 0.1] [15378004.1, 0.6]
2020-03-27 [16387685.0, 0.9] [117292008.6, -0.5] [78393357.6, -0.0] [9514847.1, 0.7]
2020-03-30 [-636805.1, 1.0] [90161401.6, -0.2] [70321948.5, 0.0] [9685654.7, 0.7]
2020-03-31 [18729733.6, 0.8] [42796179.2, 0.4] [50315898.4, 0.3] [11877654.0, 0.7]
2020-04-01 [5520188.3, 0.9] [22865967.6, 0.6] [31392718.2, 0.5] [13935021.5, 0.6]
2020-04-02 [11273513.4, 0.8] [10470209.7, 0.8] [33007945.2, 0.5] [19982914.0, 0.5]
2020-04-03 [31464142.0, 0.7] [2674275.8, 0.9] [34425513.3, 0.5] [19811793.8, 0.5]
2020-04-06 [7530197.3, 0.9] [12646358.4, 0.7] [38686787.5, 0.5] [19410742.2, 0.5]
2020-04-07 [53134416.7, 0.5] [12567938.6, 0.8] [21399432.6, 0.7] [17698609.2, 0.5]
2020-04-08 [63159174.5, 0.4] [17021050.2, 0.6] [-593704.0, 1.1] [18742683.2, 0.5]
2020-04-09 [74118707.9, 0.2] [19648220.7, 0.6] [34349107.8, 0.5] [35386251.4, 0.0]
2020-04-13 [80883158.0, 0.1] [32940446.9, 0.3] [37325286.2, 0.6] [48528948.3, -0.3]
2020-04-14 [99722638.2, -0.0] [27998208.8, 0.4] [53775361.4, 0.4] [47142332.4, -0.3]
2020-04-15 [32183020.7, 0.7] [46875714.1, -0.1] [65199466.1, 0.3] [48290767.7, -0.3]
2020-04-16 [45704456.1, 0.6] [56450930.0, -0.3] [97878511.9, -0.0] [48380046.4, -0.3]
2020-04-17 [16367045.2, 1.0] [60369344.2, -0.4] [124614462.0, -0.3] [36692429.5, -0.0]
2020-04-20 [83536018.2, 0.4] [61422707.6, -0.4] [123659993.0, -0.3] [33340847.6, 0.1]
2020-04-21 [84202012.6, 0.4] [56592876.6, -0.4] [95325051.8, -0.1] [27918621.5, 0.2]
2020-04-22 [96455226.3, 0.3] [67560846.5, -0.6] [71270552.5, 0.1] [26558934.6, 0.1]
2020-04-23 [115170599.0, 0.2] [69421361.3, -0.7] [69744386.7, 0.1] [19622219.5, 0.3]
2020-04-24 [121056958.5, 0.2] [68873016.8, -0.7] [63630682.0, 0.1] [15531791.7, 0.3]
2020-04-27 [93152075.7, 0.3] [54785210.7, -0.4] [60393395.7, 0.2] [15860571.6, 0.3]
2020-04-28 [87983746.3, 0.3] [42774949.8, -0.1] [60039062.4, 0.2] [25962973.5, -0.1]
2020-04-29 [83719627.8, 0.3] [54283084.7, -0.4] [58828373.5, 0.2] [2659381.6, 1.0]
2020-04-30 [71755978.9, 0.3] [8714597.7, 0.9] [31273918.1, 0.6] [-22285755.7, 2.1]
2020-05-01 [141901266.5, -0.3] [21517282.1, 0.5] [32910102.9, 0.6] [3946632.4, 1.0]
2020-05-04 [71239012.3, 0.5] [24524811.9, 0.5] [35432808.3, 0.6] [9540901.9, 0.8]
2020-05-05 [94646848.9, 0.2] [20375340.5, 0.5] [40310736.4, 0.6] [11399922.2, 0.7]
2020-05-06 [77323236.6, 0.3] [19206319.3, 0.5] [51507238.6, 0.4] [22082921.0, 0.8]
2020-05-07 [62348314.9, 0.4] [16536422.5, 0.6] [59715129.1, 0.4] [31440402.4, 0.6]
2020-05-08 [59118158.8, 0.5] [15923977.1, 0.6] [56770653.7, 0.4] [41278995.8, 0.5]
2020-05-11 [44877070.2, 0.5] [15122110.0, 0.6] [50193986.0, 0.4] [48718482.3, 0.4]
2020-05-12 [40581497.7, 0.6] [7312731.8, 0.7] [9383496.1, 0.8] [53354210.7, 0.3]
2020-05-13 [37171009.4, 0.6] [13216710.2, 0.5] [11506202.6, 0.8] [45044299.4, 0.4]
2020-05-14 [29771122.1, 0.6] [18923369.8, 0.4] [20584856.8, 0.7] [45824898.5, 0.4]
2020-05-15 [55677710.6, 0.2] [28459823.8, 0.0] [23685849.5, 0.6] [50820618.9, 0.3]
2020-05-18 [76774546.3, -0.1] [25682039.7, 0.2] [33682850.0, 0.4] [54070284.8, 0.3]
2020-05-19 [56771340.5, 0.2] [20273068.5, 0.3] [66494340.1, -0.1] [35410969.3, 0.5]
2020-05-20 [56510042.3, 0.3] [25177718.6, 0.2] [77172711.9, -0.3] [53459049.4, 0.2]
2020-05-21 [61408971.5, 0.2] [31927716.2, -0.0] [79256751.4, -0.4] [62633400.2, -0.0]
2020-05-22 [68885643.4, 0.2] [36371502.0, -0.2] [67910595.2, -0.2] [67707541.7, -0.1]
2020-05-26 [114931153.3, -0.4] [34340768.2, -0.1] [57719374.4, -0.1] [64178065.2, 0.0]
2020-05-27 [113324129.7, -0.4] [47847121.4, -0.5] [89374209.8, -0.5] [81818322.9, -0.2]
2020-05-28 [116491410.1, -0.4] [38800202.6, -0.2] [51734090.6, 0.2] [99100148.5, -0.4]
2020-05-29 [123282824.2, -0.5] [38874348.0, -0.2] [51992443.3, 0.2] [95736725.2, -0.3]
2020-06-01 [105769465.9, -0.3] [38128027.5, -0.2] [51903226.1, 0.2] [105088888.0, -0.3]
2020-06-02 [93808425.5, -0.2] [41944273.7, -0.3] [40523161.6, 0.3] [78321433.8, -0.1]
2020-06-03 [74302246.4, -0.0] [31542491.7, -0.0] [37555230.5, 0.4] [55201524.8, 0.3]
2020-06-04 [62211858.4, 0.1] [25110361.7, 0.2] [48052566.4, 0.3] [65716847.8, 0.1]
2020-06-05 [61782173.7, 0.0] [24791039.3, 0.2] [-2901508.1, 1.6] [62131520.7, 0.2]
2020-06-08 [51267119.9, 0.2] [27427835.2, 0.1] [46484504.1, 1.0] [46413004.9, 0.5]
2020-06-09 [49613771.3, 0.3] [20807964.0, 0.3] [76111507.9, 0.5] [37755255.7, 0.6]
2020-06-10 [40362652.0, 0.4] [21677028.1, 0.3] [75475650.3, 0.5] [37387464.2, 0.5]
2020-06-11 [5702367.9, 1.0] [24452182.1, 0.2] [89433829.3, 0.5] [29110923.3, 0.7]
2020-06-12 [-2816678.8, 1.1] [28362736.0, 0.0] [97660161.3, 0.5] [32147733.3, 0.7]
2020-06-15 [9808706.8, 0.9] [10786078.4, 0.7] [116581138.7, 0.4] [42088211.3, 0.6]
2020-06-16 [27684130.8, 0.7] [19711128.3, 0.4] [133604668.7, 0.3] [71769045.2, 0.3]
2020-06-17 [32769763.7, 0.6] [25430746.3, 0.2] [144405449.3, 0.3] [85275352.1, 0.2]
2020-06-18 [30750681.3, 0.6] [28387609.2, 0.1] [48772475.6, 0.6] [74810017.5, 0.2]
2020-06-19 [17038564.3, 0.8] [26099297.1, 0.2] [91748354.4, 0.2] [28427550.7, 0.7]
2020-06-22 [60500564.6, 0.3] [33517540.0, 0.1] [77307864.2, 0.3] [40982954.1, 0.5]
2020-06-23 [68573945.0, 0.2] [44610727.3, -0.2] [70710782.8, 0.4] [31829566.4, 0.6]
2020-06-24 [72849263.2, 0.1] [45015082.9, -0.2] [69095945.4, 0.4] [14756599.0, 0.7]
2020-06-25 [78272779.7, 0.0] [42983679.9, -0.2] [75380820.5, 0.4] [37222148.9, 0.5]
2020-06-26 [97826466.9, -0.3] [41467168.9, -0.2] [72187516.4, 0.4] [56978162.4, 0.2]
2020-06-29 [128016838.6, -0.6] [62924434.7, -0.7] [68996631.5, 0.4] [58003042.6, 0.1]
2020-06-30 [107458039.3, -0.3] [52139952.7, -0.3] [68922666.1, 0.4] [61154465.1, 0.0]
2020-07-01 [113531679.7, -0.4] [54186138.0, -0.3] [64288166.1, 0.4] [57494807.9, 0.0]
2020-07-02 [144254091.2, -0.6] [56771284.2, -0.3] [89577064.1, 0.3] [54652209.6, 0.1]
2020-07-06 [110743311.5, -0.2] [50810233.9, -0.3] [94901472.8, 0.2] [46756560.1, 0.1]
2020-07-07 [83452773.9, 0.2] [48722373.2, -0.2] [77389519.2, 0.3] [41147938.5, 0.2]
2020-07-08 [93884985.9, 0.1] [48965793.3, -0.2] [59720127.2, 0.4] [21563499.2, 0.5]
2020-07-09 [98758836.9, 0.1] [46323945.7, -0.2] [74437985.2, 0.2] [19081147.3, 0.5]
2020-07-10 [119782501.3, -0.1] [44786081.9, -0.2] [87550090.4, 0.0] [12952589.2, 0.6]
2020-07-13 [98311612.7, 0.1] [29759906.9, 0.1] [102271703.2, -0.2] [21454500.2, 0.5]
2020-07-14 [92357459.2, 0.2] [15128487.4, 0.5] [121947498.3, -0.4] [24767229.7, 0.3]
2020-07-15 [117815690.6, 0.1] [18452636.1, 0.4] [80847810.4, 0.0] [22906155.9, 0.4]
2020-07-16 [117393435.1, 0.1] [18493584.3, 0.4] [123528137.4, -0.5] [51157598.2, -0.3]
2020-07-17 [119019124.6, 0.0] [20725468.8, 0.3] [111809288.1, -0.3] [22959620.6, 0.5]
2020-07-20 [122452301.7, -0.0] [17633024.7, 0.4] [109827409.3, -0.3] [21006837.4, 0.6]
2020-07-21 [146895007.4, -0.2] [18369324.2, 0.4] [102444498.8, -0.3] [27933844.8, 0.5]
2020-07-22 [166035487.1, -0.3] [20991466.6, 0.3] [94157370.2, -0.2] [30968426.2, 0.4]
2020-07-23 [159826046.1, -0.3] [3615519.5, 0.8] [81844452.6, -0.1] [33858263.7, 0.4]
2020-07-24 [134333036.5, -0.1] [19159410.3, 0.3] [99750811.5, -0.3] [33700087.4, 0.4]
2020-07-27 [116844142.2, 0.0] [23280477.6, 0.2] [102478169.9, -0.4] [31431592.3, 0.4]
2020-07-28 [132514752.6, -0.2] [25814033.6, 0.1] [103315890.4, -0.3] [33138733.2, 0.4]
2020-07-29 [89698482.1, 0.1] [31502994.8, -0.1] [79883916.5, -0.1] [14911183.2, 0.6]
2020-07-30 [57167537.7, 0.4] [36671765.7, -0.3] [101038582.4, -0.5] [16844993.2, 0.5]
2020-07-31 [80866798.0, 0.2] [40266666.1, -0.4] [89950694.2, -0.4] [24757017.6, 0.3]
2020-08-03 [61639916.9, 0.4] [18779025.6, 0.5] [79860285.9, -0.3] [29683844.2, 0.1]
2020-08-04 [76165966.1, 0.2] [22886268.4, 0.4] [75378375.2, -0.3] [42334226.0, -0.3]
2020-08-05 [72023182.0, 0.3] [27126325.8, 0.3] [73825244.7, -0.2] [43850120.0, -0.3]
2020-08-06 [61668587.1, 0.4] [27159702.2, 0.3] [64000561.2, -0.1] [39947486.8, -0.2]
2020-08-07 [58994373.1, 0.4] [28550735.0, 0.3] [4509980.6, 1.1] [36187106.0, -0.1]
2020-08-10 [55032578.6, 0.4] [31668677.5, 0.2] [38571594.7, 0.4] [37242292.9, -0.1]
2020-08-11 [54388553.0, 0.4] [28918979.7, 0.2] [48661192.2, 0.4] [39837252.2, -0.2]
2020-08-12 [61064652.7, 0.4] [29635343.4, 0.2] [45461099.5, 0.5] [16527903.7, 0.6]
2020-08-13 [32256290.4, 0.6] [27332057.3, 0.3] [62303026.2, 0.3] [31037227.3, 0.2]
2020-08-14 [45956889.8, 0.4] [16567577.3, 0.5] [66674905.6, 0.2] [35527233.7, 0.0]
2020-08-17 [18930810.1, 0.7] [10749295.3, 0.6] [64919510.1, 0.3] [23575699.8, 0.3]
2020-08-18 [23636995.9, 0.6] [7653748.3, 0.7] [65359657.6, 0.2] [16059439.3, 0.5]
2020-08-19 [85759257.7, -0.2] [19059337.0, 0.4] [35510582.6, 0.5] [7455578.7, 0.7]
2020-08-20 [64843560.6, 0.1] [26367673.9, 0.1] [43354888.5, 0.3] [13947269.1, 0.5]
2020-08-21 [67302040.5, 0.0] [25009790.0, 0.2] [29139720.3, 0.6] [11800805.1, 0.6]
2020-08-24 [66385116.3, 0.1] [25934808.4, 0.2] [15292578.7, 0.6] [8460009.3, 0.6]
2020-08-25 [67648666.8, 0.1] [25887513.8, 0.2] [49881140.1, 0.1] [23230889.9, 0.1]
2020-08-26 [66063702.4, 0.1] [36048211.5, -0.1] [52943635.4, 0.1] [28938018.3, -0.2]
2020-08-27 [66844389.3, 0.2] [-18070786.4, 1.7] [53962411.3, 0.0] [29896669.2, -0.2]
2020-08-28 [83427183.1, 0.0] [32525155.5, 0.2] [70179567.8, -0.1] [26861891.0, 0.1]
2020-08-31 [103480250.5, -0.2] [34470422.8, 0.1] [72328976.8, -0.2] [24697041.0, 0.2]
2020-09-01 [85582344.1, -0.0] [33051023.0, 0.2] [74121203.0, -0.2] [30647062.0, 0.1]
2020-09-02 [84255092.7, -0.0] [33218144.2, 0.2] [80143134.9, -0.2] [28556554.2, 0.1]
2020-09-03 [83786360.8, -0.0] [36160141.6, 0.1] [84272664.9, -0.3] [26134271.0, 0.2]
2020-09-04 [108075536.6, -0.2] [37904070.1, 0.2] [103811394.8, -0.5] [44602706.3, -0.3]
2020-09-08 [47006336.3, 0.6] [43480153.7, 0.1] [92664844.1, -0.3] [32646367.9, 0.1]
2020-09-09 [62817892.9, 0.4] [44193354.3, 0.1] [104644248.7, -0.5] [31135424.3, 0.1]
2020-09-10 [52441678.1, 0.5] [37604097.8, 0.1] [102705009.6, -0.5] [27688375.9, 0.2]
2020-09-11 [50331335.1, 0.5] [16565884.7, 0.6] [82442244.1, -0.2] [26916622.7, 0.2]
2020-09-14 [60512691.7, 0.5] [17443704.8, 0.6] [60945011.3, 0.0] [27000082.9, 0.1]
2020-09-15 [59579262.7, 0.5] [15048805.9, 0.6] [49524307.2, 0.2] [22620046.0, 0.2]
2020-09-16 [64787693.5, 0.4] [10702455.2, 0.7] [24418285.4, 0.6] [25166531.4, 0.2]
2020-09-17 [70334502.2, 0.4] [4428928.0, 0.8] [41292079.1, 0.3] [28187792.3, 0.1]
2020-09-18 [44166707.7, 0.6] [13452937.4, 0.6] [40445636.9, 0.3] [13864681.7, 0.4]
2020-09-21 [61030863.8, 0.5] [17509209.9, 0.6] [41532428.3, 0.3] [27524978.2, -0.0]
2020-09-22 [62219092.2, 0.4] [15480468.1, 0.6] [43983189.6, 0.2] [31798752.0, -0.2]
2020-09-23 [59978911.6, 0.5] [20571836.9, 0.5] [55370779.1, -0.1] [33056989.2, -0.2]
2020-09-24 [65501910.9, 0.4] [20829929.2, 0.5] [54650753.8, -0.1] [26994022.3, -0.1]
2020-09-25 [67486044.6, 0.4] [20104813.9, 0.5] [54494387.2, -0.1] [23713312.9, 0.1]
2020-09-28 [69950189.4, 0.4] [17948344.5, 0.5] [57171052.8, -0.1] [35007828.4, -0.2]
2020-09-29 [72449974.5, 0.4] [22690098.3, 0.4] [68490894.5, -0.3] [30660589.9, -0.1]
2020-09-30 [58373799.7, 0.5] [24840241.6, 0.3] [55837613.2, -0.1] [29233180.2, -0.1]
2020-10-01 [50186672.2, 0.5] [24756617.4, 0.3] [65327157.0, -0.3] [35597204.3, -0.2]
2020-10-02 [56220269.2, 0.4] [22205309.4, 0.3] [63359669.0, -0.2] [35099104.3, -0.2]
2020-10-05 [41125695.5, 0.6] [36490160.9, -0.2] [78961167.8, -0.4] [33565788.8, -0.2]
2020-10-06 [62283709.5, 0.3] [44184227.9, -0.5] [64864793.3, -0.1] [30239339.6, -0.2]
2020-10-07 [90009993.3, 0.0] [38331009.6, -0.3] [78359487.5, -0.3] [33073761.5, -0.2]
2020-10-08 [107541181.2, -0.2] [40656902.0, -0.4] [84034044.5, -0.3] [34568768.4, -0.3]
2020-10-09 [100036515.5, -0.1] [41936825.8, -0.4] [97299217.8, -0.4] [26358206.6, -0.1]
2020-10-12 [107242990.3, -0.2] [37804116.1, -0.3] [104528371.6, -0.5] [34673351.4, -0.5]
2020-10-13 [93716836.5, 0.1] [33276623.4, -0.1] [104141055.7, -0.5] [33607221.2, -0.5]
2020-10-14 [86319742.6, 0.2] [29274334.6, 0.1] [98928443.8, -0.4] [28594849.4, -0.3]
2020-10-15 [85820952.3, 0.2] [29913576.0, 0.0] [95744228.3, -0.4] [35718890.0, -0.7]
2020-10-16 [84405827.6, 0.2] [29462141.2, 0.1] [56691536.1, 0.0] [34658535.2, -0.6]
2020-10-19 [86158516.9, 0.2] [32944817.3, -0.0] [36392087.9, 0.3] [32555379.9, -0.6]
2020-10-20 [89292375.7, 0.2] [38723552.8, -0.2] [33029778.3, 0.3] [21391548.3, -0.1]
2020-10-21 [90948738.9, 0.2] [40675648.4, -0.2] [31822400.9, 0.4] [18398932.3, 0.0]
2020-10-22 [106123817.9, 0.1] [31264185.3, 0.2] [32464367.0, 0.3] [15997181.4, 0.1]
2020-10-23 [104549274.2, 0.1] [45469882.9, -0.2] [68369581.3, -0.4] [14815944.6, 0.1]
2020-10-26 [53655628.5, 0.4] [31947769.7, 0.1] [29208151.3, 0.5] [14491151.8, 0.2]
2020-10-27 [76420674.5, 0.2] [30407346.3, 0.1] [21761094.3, 0.6] [9535831.3, 0.5]
2020-10-28 [90580190.7, 0.1] [29107909.2, 0.1] [24785776.0, 0.6] [13929010.3, 0.2]
2020-10-29 [101931321.1, -0.0] [31213157.1, 0.1] [30143516.7, 0.5] [18310106.6, -0.0]
2020-10-30 [93171289.9, 0.1] [33006620.5, 0.1] [37278706.0, 0.4] [17528424.1, 0.0]
2020-11-02 [31617716.4, 0.8] [27835665.7, 0.4] [35447900.1, 0.4] [20544127.1, 0.1]
2020-11-03 [43855610.5, 0.6] [32844074.1, 0.2] [33515921.7, 0.5] [21545711.7, 0.1]
2020-11-04 [61072520.1, 0.5] [32307364.1, 0.2] [36203301.3, 0.4] [25056498.0, -0.1]
2020-11-05 [78195830.1, 0.4] [38757887.5, 0.2] [7688884.9, 0.8] [24946940.0, -0.1]
2020-11-06 [105090981.2, 0.2] [46026418.8, 0.0] [17845168.0, 0.6] [22765838.1, -0.0]
2020-11-09 [92858371.0, 0.2] [47173170.7, -0.0] [26901538.9, 0.4] [19945564.9, 0.0]
2020-11-10 [119061629.6, 0.1] [52181398.4, -0.1] [201699103.1, -2.7] [36014343.1, -0.4]
2020-11-11 [133800342.4, -0.0] [60291127.3, -0.2] [58480932.2, 0.2] [27237756.2, 0.1]
2020-11-12 [130884944.3, -0.1] [63582372.5, -0.3] [62600745.1, 0.2] [28382548.0, 0.0]
2020-11-13 [98499881.1, 0.1] [39618833.5, 0.0] [66208374.7, 0.2] [25340810.0, 0.1]
2020-11-16 [97998970.0, 0.1] [40446423.3, -0.0] [69763382.5, 0.2] [24669259.2, 0.1]
2020-11-17 [66747842.8, 0.4] [34766529.0, 0.1] [81988862.8, 0.1] [28460451.7, 0.1]
2020-11-18 [42380056.8, 0.5] [21953578.9, 0.3] [90496625.2, 0.0] [32810135.0, -0.0]
2020-11-19 [30924714.8, 0.6] [17117021.9, 0.4] [101971029.0, -0.1] [42645868.2, -0.1]
2020-11-20 [24826861.4, 0.7] [15910050.5, 0.5] [114860730.6, -0.2] [51065911.6, -0.3]
2020-11-23 [22716040.7, 0.6] [21018177.1, 0.3] [56083052.2, 0.2] [35526375.9, 0.0]
2020-11-24 [51792624.1, 0.3] [24270582.0, 0.2] [103444964.4, -0.3] [35108915.3, 0.0]
2020-11-25 [49274304.5, 0.3] [16446785.8, 0.5] [85669480.5, 0.0] [36378281.3, 0.0]
2020-11-27 [58254052.7, 0.2] [17151917.7, 0.4] [78696209.9, 0.1] [39378110.6, -0.1]
2020-11-30 [63594194.0, 0.1] [12189467.6, 0.5] [86604493.8, 0.0] [39456338.8, -0.1]
2020-12-01 [81395023.8, -0.2] [19628661.8, 0.4] [82077805.5, 0.1] [31766745.0, 0.1]
2020-12-02 [71257386.1, 0.0] [20911248.7, 0.3] [80069499.5, 0.1] [27872349.8, 0.2]
2020-12-03 [80271000.8, -0.1] [23421872.6, 0.2] [70652111.1, 0.2] [19336286.8, 0.3]
2020-12-04 [81677058.5, -0.1] [23324430.1, 0.2] [90762757.6, 0.1] [26393177.8, 0.1]
2020-12-07 [74649717.3, -0.0] [16762585.8, 0.4] [104385919.3, 0.0] [24795049.3, 0.1]
2020-12-08 [59522286.1, 0.1] [23340671.1, 0.1] [107441211.4, 0.1] [25192633.9, 0.1]
2020-12-09 [62892516.7, 0.0] [25815749.7, 0.0] [103474761.3, 0.0] [24930165.9, 0.1]
2020-12-10 [66304446.3, 0.0] [25875589.3, 0.0] [108047263.8, 0.0] [27830877.5, 0.0]
2020-12-11 [64744525.0, 0.1] [32297278.0, -0.2] [121162818.7, -0.1] [30063212.8, -0.0]
2020-12-14 [45380832.8, 0.3] [19724677.1, 0.3] [130070474.5, -0.1] [30007803.2, -0.0]
2020-12-15 [68055633.8, -0.0] [36254847.1, -0.4] [137121111.9, -0.2] [30127632.5, -0.0]
2020-12-16 [62810822.4, 0.0] [29660145.2, -0.1] [151475639.7, -0.3] [35766931.8, -0.2]
2020-12-17 [66555914.9, 0.0] [29858456.5, -0.1] [88754230.5, 0.1] [28439530.7, -0.0]
2020-12-18 [74736807.7, -0.1] [26525134.4, 0.1] [57272447.9, 0.4] [24783576.8, 0.0]
2020-12-21 [96880834.8, -0.3] [-28235488.7, 2.2] [62207612.5, 0.3] [21223876.3, 0.2]
2020-12-22 [94789343.4, -0.2] [32711503.2, 0.1] [56319929.3, 0.3] [20156272.2, 0.2]
2020-12-23 [89075149.1, -0.2] [32469692.2, 0.1] [56963346.0, 0.3] [20088629.2, 0.1]
2020-12-24 [61766561.3, 0.1] [29460288.1, 0.1] [40906896.2, 0.5] [19776290.1, 0.1]
2020-12-28 [40427008.8, 0.4] [24136102.7, 0.2] [25052163.5, 0.6] [13256927.7, 0.3]
2020-12-29 [71994656.0, 0.0] [24475511.9, 0.2] [44330532.8, 0.3] [13250939.8, 0.3]
2020-12-30 [65316061.0, 0.1] [24001676.5, 0.2] [49427248.3, 0.2] [13108617.8, 0.2]
**************************************************************************************************
Printing values of coeff: A and B in AR(1) 30-day rolling model
**************************************************************************************************
AMZN_30_2020_Coeff GOOG_30_2020_Coeff AAL_30_2020_Coeff NCLH_30_2020_Coeff
Date
2020-02-14 [54444212.9, 0.3] [14771894.4, 0.6] [7023796.5, 0.3] [1359516.3, 0.3]
2020-02-18 [53227390.7, 0.4] [15118756.9, 0.6] [6282419.8, 0.4] [1364190.4, 0.3]
2020-02-19 [52238871.9, 0.4] [13737250.5, 0.6] [6380215.5, 0.4] [1326920.9, 0.3]
2020-02-20 [50861523.0, 0.4] [12928840.6, 0.6] [6586609.7, 0.4] [1310396.8, 0.3]
2020-02-21 [50730612.4, 0.4] [12631255.2, 0.6] [6438218.0, 0.4] [1272331.6, 0.4]
2020-02-24 [52427416.3, 0.4] [13626643.2, 0.6] [6595373.7, 0.4] [1129846.5, 0.5]
2020-02-25 [54439914.5, 0.4] [13864240.8, 0.6] [6954108.7, 0.4] [745031.2, 0.7]
2020-02-26 [55319204.1, 0.4] [13756348.0, 0.6] [6406216.4, 0.5] [707775.6, 0.8]
2020-02-27 [55823281.8, 0.4] [13852058.4, 0.6] [6125174.0, 0.5] [408719.5, 0.9]
2020-02-28 [58175300.2, 0.4] [13801196.0, 0.6] [5387756.8, 0.6] [62434.7, 1.1]
2020-03-02 [56619826.0, 0.4] [11911384.8, 0.7] [3684418.4, 0.8] [385961.9, 1.0]
2020-03-03 [56886273.5, 0.4] [12657959.8, 0.7] [2973379.4, 0.9] [541512.3, 0.9]
2020-03-04 [57541611.6, 0.4] [12529970.9, 0.7] [2500233.3, 0.9] [584974.8, 0.9]
2020-03-05 [59952918.2, 0.4] [12791427.5, 0.7] [1826479.5, 1.0] [530789.5, 0.9]
2020-03-06 [62725819.4, 0.4] [13681565.2, 0.7] [805533.6, 1.0] [569169.6, 0.9]
2020-03-09 [63694514.2, 0.4] [13132666.7, 0.7] [30632.5, 1.1] [311041.7, 1.0]
2020-03-10 [67067609.1, 0.4] [12620127.6, 0.7] [1364531.1, 1.0] [368817.3, 1.0]
2020-03-11 [69818577.2, 0.4] [13723917.1, 0.7] [1052603.4, 1.0] [-216538.3, 1.2]
2020-03-12 [75339992.6, 0.3] [14775362.2, 0.7] [2418110.3, 0.9] [263860.3, 1.1]
2020-03-13 [74124426.1, 0.4] [14560351.3, 0.7] [2141148.3, 1.0] [-324501.6, 1.2]
2020-03-16 [68197529.7, 0.4] [12847563.4, 0.7] [2050385.6, 1.0] [-960363.0, 1.3]
2020-03-17 [37683981.3, 0.7] [10968013.8, 0.8] [1023461.5, 1.1] [738247.4, 1.0]
2020-03-18 [32472562.9, 0.7] [11398183.7, 0.8] [4050295.1, 0.9] [1382303.6, 0.9]
2020-03-19 [34267096.1, 0.7] [7205339.6, 0.9] [3777453.8, 1.0] [1453570.8, 0.9]
2020-03-20 [34856482.4, 0.8] [8575972.0, 0.8] [4585967.5, 0.9] [1630602.3, 0.9]
2020-03-23 [31711627.2, 0.8] [9718318.7, 0.8] [5531749.9, 0.9] [1876659.4, 0.9]
2020-03-24 [34549829.3, 0.7] [9331761.0, 0.9] [5254630.1, 0.9] [1978613.3, 0.9]
2020-03-25 [34203260.9, 0.7] [11007165.7, 0.8] [5599779.9, 0.9] [1833854.8, 1.0]
2020-03-26 [37444081.6, 0.7] [12086994.8, 0.8] [6787046.3, 0.9] [1965505.9, 1.0]
2020-03-27 [41159290.6, 0.7] [14797658.7, 0.8] [8530602.5, 0.9] [1933942.7, 1.0]
2020-03-30 [45858282.8, 0.7] [16136890.0, 0.7] [10799459.6, 0.8] [2589857.3, 0.9]
2020-03-31 [51317192.4, 0.6] [18724675.6, 0.7] [11468345.2, 0.8] [3213474.1, 0.9]
2020-04-01 [58258185.2, 0.6] [22564014.2, 0.6] [12961306.8, 0.8] [3471243.1, 0.9]
2020-04-02 [60513600.3, 0.6] [26363371.8, 0.6] [15110336.6, 0.7] [3488838.1, 0.9]
2020-04-03 [56803783.4, 0.6] [25668634.9, 0.6] [17477991.4, 0.7] [3871818.6, 0.9]
2020-04-06 [45787454.2, 0.7] [21427487.5, 0.6] [17846142.4, 0.7] [4055308.5, 0.9]
2020-04-07 [51126344.4, 0.6] [22471969.6, 0.6] [18353193.4, 0.7] [5045358.8, 0.8]
2020-04-08 [50865568.3, 0.6] [23002553.2, 0.6] [14005659.3, 0.8] [4646056.9, 0.9]
2020-04-09 [39810062.2, 0.7] [18660903.8, 0.7] [25621927.5, 0.6] [7398066.7, 0.8]
2020-04-13 [40371734.0, 0.7] [17298514.2, 0.7] [25303679.1, 0.6] [8922491.6, 0.7]
2020-04-14 [41059290.0, 0.7] [12581496.6, 0.8] [31492238.0, 0.5] [11170694.4, 0.7]
2020-04-15 [41507802.4, 0.7] [15233846.1, 0.7] [34166377.1, 0.5] [12882559.9, 0.6]
2020-04-16 [41828746.2, 0.7] [14672284.0, 0.8] [37950874.2, 0.5] [14894512.8, 0.5]
2020-04-17 [47083368.9, 0.7] [15659210.7, 0.7] [43088878.2, 0.4] [16361916.3, 0.5]
2020-04-20 [58714388.4, 0.6] [14181833.9, 0.8] [44440296.6, 0.4] [18019922.8, 0.5]
2020-04-21 [54495392.3, 0.6] [11345370.9, 0.8] [46382007.4, 0.4] [20218176.4, 0.4]
2020-04-22 [56869122.8, 0.6] [11969772.1, 0.8] [45391506.0, 0.4] [20240981.8, 0.4]
2020-04-23 [56779589.3, 0.6] [11497485.2, 0.8] [49734460.1, 0.3] [19759175.2, 0.4]
2020-04-24 [45762110.9, 0.6] [7532480.8, 0.8] [51147819.1, 0.3] [18880501.9, 0.4]
2020-04-27 [38755868.5, 0.7] [6695270.1, 0.9] [52345889.2, 0.3] [17231178.3, 0.5]
2020-04-28 [43299315.2, 0.7] [7638509.0, 0.8] [50146687.4, 0.3] [17308780.3, 0.5]
2020-04-29 [46555888.5, 0.6] [11677117.8, 0.8] [52905808.4, 0.3] [17756565.7, 0.5]
2020-04-30 [47133061.2, 0.6] [13355725.1, 0.7] [48543177.9, 0.4] [17935466.5, 0.5]
2020-05-01 [64253207.4, 0.5] [15147652.4, 0.7] [48444966.6, 0.4] [17494231.0, 0.5]
2020-05-04 [64719416.2, 0.5] [15939893.1, 0.7] [48848507.9, 0.4] [17920349.7, 0.5]
2020-05-05 [74491616.4, 0.4] [17193338.2, 0.6] [48861674.3, 0.4] [18391535.8, 0.5]
2020-05-06 [70378319.4, 0.4] [16613815.0, 0.6] [46816649.1, 0.4] [17399029.3, 0.6]
2020-05-07 [64620813.1, 0.4] [18038632.7, 0.6] [46804215.4, 0.4] [14310297.8, 0.7]
2020-05-08 [60744796.4, 0.5] [19493818.5, 0.5] [45417882.1, 0.4] [16752268.0, 0.6]
2020-05-11 [57015228.3, 0.5] [20140660.5, 0.5] [45278619.5, 0.4] [16641266.8, 0.6]
2020-05-12 [53268594.1, 0.5] [18732573.9, 0.5] [45193593.6, 0.4] [17463561.9, 0.6]
2020-05-13 [50279376.0, 0.5] [17957415.9, 0.5] [45498183.0, 0.4] [17327306.4, 0.6]
2020-05-14 [52918975.8, 0.5] [18635051.8, 0.5] [47573429.6, 0.4] [18442706.5, 0.6]
2020-05-15 [51878368.0, 0.5] [18034556.2, 0.5] [48046055.8, 0.4] [19023414.5, 0.6]
2020-05-18 [53256899.5, 0.5] [17624937.2, 0.5] [43838851.5, 0.4] [19924780.1, 0.6]
2020-05-19 [49793520.7, 0.5] [18074523.3, 0.5] [46694511.7, 0.4] [21659956.0, 0.6]
2020-05-20 [49234610.2, 0.5] [17615794.1, 0.5] [47339708.4, 0.4] [22111148.2, 0.6]
2020-05-21 [49169563.0, 0.5] [17733450.3, 0.5] [40573480.6, 0.5] [22785087.3, 0.6]
2020-05-22 [49964397.8, 0.5] [17042833.6, 0.5] [37938262.7, 0.5] [21988055.0, 0.6]
2020-05-26 [45573836.0, 0.6] [16133623.0, 0.6] [31322864.4, 0.6] [22642903.6, 0.6]
2020-05-27 [45500397.0, 0.5] [16843554.3, 0.5] [40152690.7, 0.5] [23158283.9, 0.6]
2020-05-28 [47350545.2, 0.5] [15956520.3, 0.6] [36231021.0, 0.5] [24630674.3, 0.6]
2020-05-29 [49686350.8, 0.5] [14854498.4, 0.6] [34725139.4, 0.5] [26664598.3, 0.6]
2020-06-01 [48876683.0, 0.5] [14377366.4, 0.6] [33942731.2, 0.5] [28122056.8, 0.6]
2020-06-02 [45897368.7, 0.5] [14043279.2, 0.6] [33197198.0, 0.5] [29796663.4, 0.5]
2020-06-03 [44618958.1, 0.5] [13141943.0, 0.6] [33128634.7, 0.5] [32172295.0, 0.5]
2020-06-04 [38478014.9, 0.5] [12775922.2, 0.6] [34602878.5, 0.5] [36127149.5, 0.5]
2020-06-05 [36788587.7, 0.6] [12672222.9, 0.6] [24912313.5, 0.8] [39652237.6, 0.4]
2020-06-08 [36319692.6, 0.6] [12910155.2, 0.6] [10747846.4, 1.0] [43493351.5, 0.4]
2020-06-09 [34986351.7, 0.6] [12775183.1, 0.6] [39040734.4, 0.6] [46588327.7, 0.4]
2020-06-10 [36242909.1, 0.6] [11115328.2, 0.6] [37345813.4, 0.6] [50504556.7, 0.3]
2020-06-11 [36082227.7, 0.6] [17947565.6, 0.4] [38902840.2, 0.6] [50606156.2, 0.4]
2020-06-12 [34663420.9, 0.6] [23672584.5, 0.2] [39201907.6, 0.6] [48978039.5, 0.4]
2020-06-15 [53900206.2, 0.3] [26543327.1, 0.1] [40283529.9, 0.6] [50345871.3, 0.4]
2020-06-16 [42880317.9, 0.4] [26122936.8, 0.2] [39251421.2, 0.6] [56350150.7, 0.3]
2020-06-17 [39913728.6, 0.5] [26216953.5, 0.2] [40336163.4, 0.6] [38860671.5, 0.5]
2020-06-18 [39911268.4, 0.5] [25882649.4, 0.2] [40213151.2, 0.6] [42218802.3, 0.5]
2020-06-19 [36798310.5, 0.5] [26763111.1, 0.1] [40275274.5, 0.6] [36150825.4, 0.5]
2020-06-22 [50374292.9, 0.4] [28261190.1, 0.1] [41949220.4, 0.6] [38056039.3, 0.5]
2020-06-23 [57935724.7, 0.3] [32634492.7, 0.0] [44419130.7, 0.6] [39083069.4, 0.5]
2020-06-24 [60935356.8, 0.2] [32968571.9, -0.0] [48732940.3, 0.6] [42548785.6, 0.5]
2020-06-25 [57568381.1, 0.3] [32769812.9, -0.0] [49509196.7, 0.6] [46164599.0, 0.4]
2020-06-26 [57810980.5, 0.3] [32875713.4, -0.0] [50181813.8, 0.6] [45188063.1, 0.4]
2020-06-29 [66768822.8, 0.2] [43182189.1, -0.3] [52864234.6, 0.6] [44810589.2, 0.4]
2020-06-30 [67776344.0, 0.2] [36936681.5, -0.1] [52810301.4, 0.6] [30617658.8, 0.6]
2020-07-01 [67788306.6, 0.1] [37207992.2, -0.1] [52935543.6, 0.6] [23138660.9, 0.7]
2020-07-02 [70590458.9, 0.1] [37440977.9, -0.1] [57393751.3, 0.6] [24515279.7, 0.7]
2020-07-06 [60735430.0, 0.3] [37867171.7, -0.1] [58860388.7, 0.5] [20266344.7, 0.7]
2020-07-07 [50810501.5, 0.4] [38731814.6, -0.1] [61067404.9, 0.5] [17662715.0, 0.8]
2020-07-08 [51796576.6, 0.4] [37709844.9, -0.1] [57641958.9, 0.5] [12420723.1, 0.8]
2020-07-09 [49512850.8, 0.4] [36822367.1, -0.1] [57364627.4, 0.5] [11802789.6, 0.8]
2020-07-10 [47675459.7, 0.5] [36084892.6, -0.0] [57872254.9, 0.5] [9054651.0, 0.8]
2020-07-13 [48451402.3, 0.5] [36206208.6, -0.0] [59794092.0, 0.5] [10707724.2, 0.8]
2020-07-14 [48339286.6, 0.5] [36429792.1, -0.0] [60588527.6, 0.5] [9387753.1, 0.8]
2020-07-15 [48863965.8, 0.5] [37585522.2, -0.1] [60384334.3, 0.5] [8133987.1, 0.9]
2020-07-16 [54288487.5, 0.5] [38632363.3, -0.1] [64374129.9, 0.5] [14582959.9, 0.8]
2020-07-17 [57863131.0, 0.4] [39134465.8, -0.1] [44801348.1, 0.6] [14664295.5, 0.8]
2020-07-20 [63251767.4, 0.4] [38707767.5, -0.1] [75909754.9, 0.3] [15356360.6, 0.7]
2020-07-21 [68467928.4, 0.4] [38576930.7, -0.1] [61349454.0, 0.4] [15928208.5, 0.7]
2020-07-22 [67312747.0, 0.4] [38532962.4, -0.1] [54857255.7, 0.5] [15181524.0, 0.7]
2020-07-23 [68813554.8, 0.3] [36776432.0, -0.1] [48715508.9, 0.5] [15346725.2, 0.7]
2020-07-24 [70180206.9, 0.3] [35923095.6, -0.0] [56754410.3, 0.4] [19497813.4, 0.6]
2020-07-27 [70167666.1, 0.3] [35772959.0, -0.0] [59611649.7, 0.3] [22553967.9, 0.5]
2020-07-28 [70640220.5, 0.3] [35176472.6, -0.0] [59439960.5, 0.3] [21170227.2, 0.6]
2020-07-29 [69870308.4, 0.3] [35142945.3, -0.0] [58779957.8, 0.3] [24208697.9, 0.5]
2020-07-30 [69236112.1, 0.3] [34832200.2, -0.0] [53689520.9, 0.4] [22936549.5, 0.5]
2020-07-31 [85574415.7, 0.2] [34868473.5, -0.0] [50660524.6, 0.4] [20978237.7, 0.5]
2020-08-03 [77088614.0, 0.3] [34684499.3, -0.0] [46834335.6, 0.5] [20484572.6, 0.5]
2020-08-04 [81777528.8, 0.3] [31440056.0, 0.1] [43639994.6, 0.5] [21226692.3, 0.5]
2020-08-05 [84205535.1, 0.2] [31666183.0, 0.1] [47155120.5, 0.4] [20342110.4, 0.5]
2020-08-06 [83195482.2, 0.2] [31656353.1, 0.1] [59525935.6, 0.2] [20328230.9, 0.5]
2020-08-07 [84636907.9, 0.2] [32021319.9, 0.1] [60141513.7, 0.2] [20126444.4, 0.5]
2020-08-10 [70531357.6, 0.3] [26179244.5, 0.2] [67385029.2, 0.1] [19768625.8, 0.5]
2020-08-11 [62077857.7, 0.4] [19888861.6, 0.4] [74740496.3, 0.0] [20695095.7, 0.5]
2020-08-12 [61786678.1, 0.4] [19771219.6, 0.4] [67293909.8, 0.2] [20765271.4, 0.5]
2020-08-13 [51370751.8, 0.5] [19513408.6, 0.4] [65953237.6, 0.1] [20872267.5, 0.5]
2020-08-14 [47862031.6, 0.5] [19355646.6, 0.4] [65255197.8, 0.1] [19770977.2, 0.5]
2020-08-17 [44417605.8, 0.5] [18944233.0, 0.4] [61758959.8, 0.2] [18989334.9, 0.5]
2020-08-18 [38636881.0, 0.6] [18803995.6, 0.4] [59942001.7, 0.2] [18351724.9, 0.5]
2020-08-19 [45563479.0, 0.5] [20272313.2, 0.4] [56258390.5, 0.2] [16221816.4, 0.6]
2020-08-20 [44675376.5, 0.5] [20690736.7, 0.4] [55619967.5, 0.2] [17515407.4, 0.5]
2020-08-21 [42590219.8, 0.5] [20157286.6, 0.4] [53357811.8, 0.2] [15414380.5, 0.6]
2020-08-24 [42245856.5, 0.5] [20152138.5, 0.4] [50120862.2, 0.3] [14254739.9, 0.6]
2020-08-25 [47735500.1, 0.5] [19840850.5, 0.4] [56032465.4, 0.2] [17554342.6, 0.5]
2020-08-26 [47520093.7, 0.5] [21161047.9, 0.4] [49855728.8, 0.3] [13984840.7, 0.6]
2020-08-27 [52880760.0, 0.4] [15954968.5, 0.6] [48907951.3, 0.3] [17545927.5, 0.5]
2020-08-28 [54387536.9, 0.4] [23550635.8, 0.3] [53818343.4, 0.2] [23258645.1, 0.3]
2020-08-31 [52107465.2, 0.4] [23607155.3, 0.3] [55802832.9, 0.2] [24608154.1, 0.3]
2020-09-01 [56896150.3, 0.3] [24416599.1, 0.3] [54480700.2, 0.2] [26982906.4, 0.2]
2020-09-02 [54086298.1, 0.4] [26041618.8, 0.3] [56443562.1, 0.2] [24997741.4, 0.2]
2020-09-03 [52695446.2, 0.4] [26207490.6, 0.3] [50625507.9, 0.2] [22543128.2, 0.3]
2020-09-04 [59570053.8, 0.3] [24789393.4, 0.3] [49264052.2, 0.3] [26351666.4, 0.2]
2020-09-08 [41495298.8, 0.6] [24840698.9, 0.4] [49050856.0, 0.3] [24685601.6, 0.2]
2020-09-09 [46294819.0, 0.5] [24223828.6, 0.4] [49485436.8, 0.3] [24772311.0, 0.2]
2020-09-10 [48600699.0, 0.5] [25916448.9, 0.3] [50474399.6, 0.3] [23904706.4, 0.3]
2020-09-11 [42455337.5, 0.5] [25553072.7, 0.4] [52488925.1, 0.3] [24678923.7, 0.2]
2020-09-14 [45860678.5, 0.5] [22450176.9, 0.4] [51930772.9, 0.3] [24561868.0, 0.2]
2020-09-15 [40919441.5, 0.5] [21471582.7, 0.4] [50800469.7, 0.3] [22550371.0, 0.3]
2020-09-16 [40638525.0, 0.5] [20641336.6, 0.4] [48901331.4, 0.3] [22756856.1, 0.3]
2020-09-17 [41232360.7, 0.5] [19754807.0, 0.5] [47089050.5, 0.3] [22402586.3, 0.3]
2020-09-18 [42727276.1, 0.5] [20474205.4, 0.4] [52236398.9, 0.2] [21665286.0, 0.3]
2020-09-21 [36458374.9, 0.6] [21233793.6, 0.5] [48723684.8, 0.2] [22258302.1, 0.3]
2020-09-22 [43950061.8, 0.6] [20743161.3, 0.5] [46032671.4, 0.3] [21831844.3, 0.3]
2020-09-23 [43373365.4, 0.6] [23203533.9, 0.4] [55764706.8, 0.1] [23285330.0, 0.2]
2020-09-24 [45832568.5, 0.5] [23646349.7, 0.4] [58477059.3, -0.0] [23112714.5, 0.2]
2020-09-25 [48482139.4, 0.5] [23704032.4, 0.4] [56832595.9, 0.0] [22521675.5, 0.2]
2020-09-28 [52670603.2, 0.5] [23627584.3, 0.4] [56763525.2, 0.0] [24472181.6, 0.2]
2020-09-29 [56938913.7, 0.5] [25353727.0, 0.4] [57571322.4, 0.0] [25583455.6, 0.1]
2020-09-30 [48455497.7, 0.5] [24032085.9, 0.4] [58649021.8, 0.0] [26572349.5, 0.1]
2020-10-01 [50823489.0, 0.5] [24647908.4, 0.4] [59232022.2, -0.0] [27918487.8, 0.1]
2020-10-02 [53583223.8, 0.5] [24748029.0, 0.4] [59818055.3, -0.0] [28625279.6, 0.1]
2020-10-05 [56778900.4, 0.5] [24610148.6, 0.4] [68006995.0, -0.1] [29872701.5, 0.0]
2020-10-06 [56018162.2, 0.5] [23805369.3, 0.4] [62276546.0, -0.0] [25171097.2, 0.1]
2020-10-07 [59212604.0, 0.4] [21522788.7, 0.4] [68288219.4, -0.1] [25174893.8, 0.1]
2020-10-08 [53287943.7, 0.5] [22387534.3, 0.4] [66890606.8, -0.1] [24588931.6, 0.1]
2020-10-09 [47686207.7, 0.5] [15986994.8, 0.5] [61677471.0, -0.0] [23670063.3, 0.1]
2020-10-12 [54513834.8, 0.5] [16088029.1, 0.6] [59426188.5, 0.0] [25017982.1, 0.1]
2020-10-13 [58350206.3, 0.5] [17553509.0, 0.5] [60468199.3, 0.0] [24331486.5, 0.1]
2020-10-14 [66412498.7, 0.4] [18539300.5, 0.5] [59349896.6, 0.0] [24769927.2, 0.1]
2020-10-15 [69530799.3, 0.4] [18409974.9, 0.5] [58978938.6, 0.0] [25260999.3, 0.1]
2020-10-16 [58286502.2, 0.5] [20275628.9, 0.4] [53607874.8, 0.1] [21256886.4, 0.2]
2020-10-19 [69498860.3, 0.3] [21744429.8, 0.4] [50205754.3, 0.1] [25132542.1, -0.0]
2020-10-20 [67435030.9, 0.4] [23943948.8, 0.3] [49867916.8, 0.1] [24498945.1, -0.0]
2020-10-21 [66287189.3, 0.4] [23940751.4, 0.3] [50700844.4, 0.1] [22965087.0, 0.0]
2020-10-22 [65207738.0, 0.4] [22429446.9, 0.4] [48923886.9, 0.1] [21023219.0, 0.1]
2020-10-23 [63551869.4, 0.4] [24463289.9, 0.3] [54328142.8, 0.0] [19957661.0, 0.1]
2020-10-26 [60179894.9, 0.4] [23946174.4, 0.3] [50738528.1, 0.1] [20146251.9, 0.1]
2020-10-27 [68222039.0, 0.4] [24735729.5, 0.3] [49659788.3, 0.2] [19686072.3, 0.1]
2020-10-28 [70173704.2, 0.3] [25441220.2, 0.3] [46874784.9, 0.2] [20035738.5, 0.1]
2020-10-29 [68687327.8, 0.3] [25471979.8, 0.3] [46299250.2, 0.2] [20714908.2, 0.1]
2020-10-30 [74991647.2, 0.3] [25609063.3, 0.2] [46241908.0, 0.2] [20218746.2, 0.1]
2020-11-02 [65040610.0, 0.4] [29309323.6, 0.2] [45665439.9, 0.2] [22471386.0, -0.0]
2020-11-03 [61699961.1, 0.4] [25382024.8, 0.3] [45185972.4, 0.2] [21976029.8, 0.0]
2020-11-04 [65286048.7, 0.4] [25981997.1, 0.3] [45074411.5, 0.2] [21965625.8, 0.0]
2020-11-05 [67772884.9, 0.4] [28041312.4, 0.2] [44635325.6, 0.2] [21012264.7, 0.0]
2020-11-06 [67991038.8, 0.4] [29479412.8, 0.2] [45611996.0, 0.2] [19971577.7, 0.0]
2020-11-09 [70128331.9, 0.3] [28914612.1, 0.2] [43523196.7, 0.2] [21650230.7, -0.1]
2020-11-10 [79124485.0, 0.3] [29694837.4, 0.2] [68396610.3, -0.1] [27444199.9, -0.2]
2020-11-11 [77253333.2, 0.3] [29461167.6, 0.2] [51116556.5, 0.2] [19704428.5, 0.1]
2020-11-12 [80602765.4, 0.3] [30590468.2, 0.2] [51783708.9, 0.2] [19491864.4, 0.1]
2020-11-13 [77554951.7, 0.3] [29959577.5, 0.2] [48780182.2, 0.3] [19538045.5, 0.1]
2020-11-16 [74037899.3, 0.3] [30825588.1, 0.2] [47637807.5, 0.3] [19799338.4, 0.1]
2020-11-17 [68637264.3, 0.4] [31218799.4, 0.2] [48478976.5, 0.3] [19699765.1, 0.2]
2020-11-18 [64621229.9, 0.4] [29748100.2, 0.2] [48933531.5, 0.3] [19317006.1, 0.2]
2020-11-19 [62086934.3, 0.4] [29025681.4, 0.2] [49371537.4, 0.3] [19310587.8, 0.3]
2020-11-20 [52960447.6, 0.5] [28559961.8, 0.2] [49652963.1, 0.3] [19643735.5, 0.3]
2020-11-23 [45153122.1, 0.5] [28603372.8, 0.2] [50363480.4, 0.3] [20045668.2, 0.3]
2020-11-24 [42157004.0, 0.6] [28189225.5, 0.3] [51882052.0, 0.3] [19791176.6, 0.3]
2020-11-25 [40662140.0, 0.6] [28030238.9, 0.3] [52071933.1, 0.3] [20246176.8, 0.3]
2020-11-27 [39415802.1, 0.6] [27128878.7, 0.3] [54591584.0, 0.3] [20659113.0, 0.3]
2020-11-30 [34213990.7, 0.6] [25627072.9, 0.3] [57782565.8, 0.3] [21230594.3, 0.2]
2020-12-01 [36987183.3, 0.6] [26588095.9, 0.3] [60615190.9, 0.2] [22338003.8, 0.2]
2020-12-02 [37374941.7, 0.6] [25930461.2, 0.3] [62663742.1, 0.2] [22945915.3, 0.2]
2020-12-03 [35823540.5, 0.6] [25522597.4, 0.3] [65735336.5, 0.2] [23845164.3, 0.2]
2020-12-04 [33708938.0, 0.6] [24162045.2, 0.3] [67558640.9, 0.2] [26107932.7, 0.1]
2020-12-07 [32989071.9, 0.6] [24160805.4, 0.3] [65755011.4, 0.2] [26665452.0, 0.1]
2020-12-08 [26044303.2, 0.7] [23312061.5, 0.3] [64611283.0, 0.3] [26649404.9, 0.1]
2020-12-09 [25078587.5, 0.7] [22746599.3, 0.4] [66127305.9, 0.3] [27304156.3, 0.1]
2020-12-10 [24949651.4, 0.7] [22231092.2, 0.4] [68460912.4, 0.3] [28270542.2, 0.1]
2020-12-11 [24625142.8, 0.7] [21755569.8, 0.4] [72112087.0, 0.2] [29171056.9, 0.1]
2020-12-14 [29494249.8, 0.6] [20899086.1, 0.3] [76194530.9, 0.2] [27400006.3, 0.1]
2020-12-15 [34944325.1, 0.6] [21533612.7, 0.3] [80857125.6, 0.2] [26822264.8, 0.1]
2020-12-16 [29960961.5, 0.6] [20892147.4, 0.3] [86340766.2, 0.1] [27962342.4, 0.1]
2020-12-17 [33982508.2, 0.6] [20020341.2, 0.3] [90778261.3, 0.1] [29670477.7, 0.1]
2020-12-18 [36084353.9, 0.5] [19028226.2, 0.4] [91143342.0, 0.1] [29767655.1, 0.0]
2020-12-21 [39177348.8, 0.5] [18659401.9, 0.4] [95462252.4, 0.0] [30272701.1, 0.0]
2020-12-22 [46559423.6, 0.4] [23768299.3, 0.2] [72154142.8, 0.2] [23470679.0, 0.2]
2020-12-23 [62146660.8, 0.1] [25125228.1, 0.2] [73251432.0, 0.2] [23003700.8, 0.2]
2020-12-24 [58570188.8, 0.2] [23009256.6, 0.2] [69420882.0, 0.2] [22153401.3, 0.2]
2020-12-28 [49048466.4, 0.3] [21070547.0, 0.3] [63511352.3, 0.3] [20048267.9, 0.3]
2020-12-29 [68626635.8, 0.0] [21839990.8, 0.3] [63382483.3, 0.3] [19222961.5, 0.3]
2020-12-30 [62044123.7, 0.1] [21845773.1, 0.3] [56613153.0, 0.3] [16917054.2, 0.4]
**************************************************************************************************
Printing values of coeff: A and B in AR(1) 60-day rolling model
**************************************************************************************************
AMZN_60_2020_Coeff GOOG_60_2020_Coeff AAL_60_2020_Coeff NCLH_60_2020_Coeff
Date
2020-03-30 [39353017.2, 0.6] [8686100.5, 0.8] [3277835.9, 0.9] [791173.9, 1.0]
2020-03-31 [40180309.5, 0.6] [9261906.4, 0.8] [3117007.9, 0.9] [967293.9, 1.0]
2020-04-01 [40312377.5, 0.6] [8877542.1, 0.8] [3389433.8, 0.9] [963115.5, 1.0]
2020-04-02 [40193411.9, 0.6] [9134590.9, 0.8] [3559555.7, 0.9] [1019311.0, 1.0]
2020-04-03 [40770016.4, 0.6] [9148098.6, 0.8] [3473150.3, 0.9] [1053270.6, 1.0]
2020-04-06 [40950474.8, 0.6] [9515717.5, 0.8] [3451022.2, 0.9] [1123750.4, 0.9]
2020-04-07 [43350766.7, 0.6] [9497799.6, 0.8] [3276795.4, 0.9] [1243282.2, 1.0]
2020-04-08 [44415350.6, 0.6] [9705488.7, 0.8] [2155420.5, 1.0] [1089856.6, 1.0]
2020-04-09 [44281605.1, 0.6] [9799768.4, 0.8] [5074231.5, 0.9] [1831881.2, 0.9]
2020-04-13 [45650595.1, 0.6] [10353585.7, 0.8] [4831285.8, 0.9] [1979573.7, 0.9]
2020-04-14 [48262800.2, 0.6] [10555213.4, 0.8] [6325147.8, 0.9] [2379854.8, 0.9]
2020-04-15 [48367714.7, 0.6] [9723100.8, 0.8] [6518663.3, 0.9] [2433449.6, 0.9]
2020-04-16 [49449250.6, 0.6] [9618337.9, 0.8] [6311427.5, 0.9] [2578403.7, 0.9]
2020-04-17 [51195998.6, 0.6] [10662733.4, 0.8] [7945427.5, 0.8] [2622279.0, 0.9]
2020-04-20 [55910128.0, 0.6] [10998288.3, 0.8] [7723422.9, 0.8] [2825428.3, 0.9]
2020-04-21 [56760799.3, 0.5] [10453742.8, 0.8] [8067294.6, 0.8] [2908246.3, 0.9]
2020-04-22 [58926965.5, 0.5] [10922028.9, 0.8] [8065698.5, 0.8] [2961530.7, 0.9]
2020-04-23 [61444532.8, 0.5] [11173418.1, 0.8] [8956129.0, 0.8] [3048319.4, 0.9]
2020-04-24 [64786890.1, 0.5] [11576710.7, 0.8] [9451820.9, 0.8] [3248217.8, 0.9]
2020-04-27 [59696915.2, 0.5] [11517260.1, 0.8] [9909000.3, 0.8] [3286766.2, 0.8]
2020-04-28 [57408355.5, 0.5] [10063892.9, 0.8] [10283953.6, 0.8] [3535425.2, 0.8]
2020-04-29 [39270486.6, 0.7] [11204711.4, 0.8] [11019805.6, 0.8] [3711797.7, 0.8]
2020-04-30 [38910572.5, 0.7] [11298676.2, 0.8] [11063769.1, 0.8] [3690356.5, 0.9]
2020-05-01 [43960222.3, 0.7] [10331911.5, 0.8] [11966988.4, 0.8] [3837537.9, 0.9]
2020-05-04 [44626835.0, 0.7] [10586629.5, 0.8] [12405910.7, 0.8] [4383629.2, 0.8]
2020-05-05 [47434765.9, 0.6] [10866983.9, 0.8] [12500786.9, 0.8] [4562807.9, 0.8]
2020-05-06 [45854412.1, 0.6] [10843541.5, 0.8] [13868091.0, 0.8] [4018997.4, 0.9]
2020-05-07 [43775953.4, 0.6] [10547308.3, 0.8] [14973972.3, 0.8] [6213958.4, 0.8]
2020-05-08 [43893626.7, 0.6] [11029949.0, 0.8] [15785851.0, 0.8] [8153201.3, 0.8]
2020-05-11 [44114589.7, 0.6] [11559150.3, 0.8] [16729687.3, 0.7] [8318978.4, 0.8]
2020-05-12 [45021816.6, 0.6] [11397369.8, 0.8] [17872557.0, 0.7] [8989318.2, 0.7]
2020-05-13 [44837116.1, 0.6] [11638827.2, 0.8] [18640840.1, 0.7] [9278586.5, 0.7]
2020-05-14 [48262977.2, 0.6] [12795419.2, 0.8] [20831191.5, 0.7] [9903710.4, 0.7]
2020-05-15 [48231077.2, 0.6] [12884258.8, 0.7] [22481695.9, 0.7] [10151640.2, 0.7]
2020-05-18 [47132371.5, 0.6] [12153024.5, 0.8] [24065135.6, 0.6] [10703058.8, 0.7]
2020-05-19 [45086586.3, 0.6] [10846817.0, 0.8] [26724350.4, 0.6] [11560295.2, 0.7]
2020-05-20 [44362836.8, 0.6] [10056022.4, 0.8] [28408768.7, 0.6] [12799768.6, 0.7]
2020-05-21 [43626233.6, 0.6] [10380954.9, 0.8] [30040118.7, 0.6] [13150101.3, 0.7]
2020-05-22 [42198497.5, 0.7] [9374964.3, 0.8] [30479519.9, 0.6] [13425806.2, 0.7]
2020-05-26 [41207373.2, 0.6] [9181850.7, 0.8] [30324416.4, 0.6] [13943596.6, 0.7]
2020-05-27 [39284913.7, 0.7] [8867793.6, 0.8] [35379261.1, 0.5] [14450390.9, 0.7]
2020-05-28 [40120462.3, 0.7] [8570475.2, 0.8] [36395529.7, 0.5] [14598265.1, 0.7]
2020-05-29 [38145804.2, 0.7] [8607572.8, 0.8] [37922017.6, 0.5] [15464247.6, 0.7]
2020-06-01 [37703826.4, 0.7] [8147612.7, 0.8] [38764422.6, 0.5] [15953804.7, 0.7]
2020-06-02 [35997182.5, 0.7] [7504120.4, 0.8] [38421380.0, 0.5] [16547459.2, 0.7]
2020-06-03 [32992506.2, 0.7] [7314470.2, 0.8] [38778960.9, 0.5] [17227510.5, 0.7]
2020-06-04 [31923265.9, 0.7] [6727319.4, 0.8] [40612226.8, 0.4] [17450613.0, 0.7]
2020-06-05 [31081120.8, 0.7] [6836808.6, 0.8] [37382691.4, 0.6] [17639924.6, 0.7]
2020-06-08 [28683157.6, 0.7] [6925236.9, 0.8] [10149049.7, 1.0] [16939365.8, 0.7]
2020-06-09 [27553592.3, 0.7] [6375039.9, 0.8] [33883616.6, 0.6] [16130860.2, 0.7]
2020-06-10 [29133954.7, 0.7] [7211061.1, 0.8] [33897599.3, 0.6] [16603740.8, 0.7]
2020-06-11 [31750407.3, 0.7] [7306111.8, 0.8] [34961102.7, 0.6] [16385682.6, 0.7]
2020-06-12 [33174211.6, 0.7] [8846246.6, 0.8] [34857833.3, 0.6] [16300944.5, 0.7]
2020-06-15 [36421621.8, 0.6] [8694915.7, 0.8] [35379762.2, 0.6] [16674814.1, 0.7]
2020-06-16 [38970317.3, 0.6] [9078054.2, 0.8] [35874918.3, 0.6] [17493136.3, 0.7]
2020-06-17 [38350119.5, 0.6] [10775837.2, 0.7] [36475013.3, 0.6] [17916398.9, 0.7]
2020-06-18 [37799550.6, 0.6] [10414399.6, 0.7] [35337072.6, 0.6] [17601656.9, 0.7]
2020-06-19 [36539222.2, 0.6] [12682471.6, 0.7] [35023069.2, 0.6] [17614143.3, 0.7]
2020-06-22 [40162481.3, 0.6] [15295636.4, 0.6] [35748929.5, 0.6] [18073530.5, 0.7]
2020-06-23 [40354796.2, 0.6] [19026245.7, 0.5] [36932969.6, 0.6] [18363528.3, 0.7]
2020-06-24 [40708140.1, 0.6] [18975021.9, 0.5] [38292153.8, 0.6] [18776887.7, 0.7]
2020-06-25 [40651728.3, 0.6] [19571186.5, 0.5] [39584666.7, 0.6] [19730463.7, 0.7]
2020-06-26 [40086539.4, 0.6] [19569305.9, 0.5] [39925572.6, 0.6] [20281394.7, 0.7]
2020-06-29 [43214937.9, 0.5] [24205394.3, 0.4] [40185414.7, 0.6] [20525922.5, 0.7]
2020-06-30 [44366689.0, 0.5] [27688362.5, 0.2] [40099195.7, 0.6] [21382601.4, 0.7]
2020-07-01 [42592248.9, 0.5] [28131694.2, 0.2] [39591614.0, 0.6] [20743423.6, 0.7]
2020-07-02 [44221401.4, 0.5] [28578207.5, 0.2] [39776237.2, 0.6] [20662363.8, 0.7]
2020-07-06 [43993494.1, 0.5] [28629354.1, 0.2] [39652766.0, 0.6] [21024889.3, 0.7]
2020-07-07 [43279881.8, 0.6] [28549162.7, 0.2] [38730012.4, 0.6] [19694766.6, 0.7]
2020-07-08 [42882615.7, 0.5] [28273245.6, 0.2] [38901795.7, 0.6] [19356004.8, 0.7]
2020-07-09 [44055280.5, 0.5] [27512171.3, 0.2] [39276730.6, 0.6] [19333862.4, 0.7]
2020-07-10 [44828940.3, 0.5] [26976154.6, 0.2] [37719362.2, 0.6] [19839682.0, 0.7]
2020-07-13 [48954461.0, 0.5] [26736083.1, 0.2] [38091751.3, 0.6] [20966482.0, 0.7]
2020-07-14 [48286669.5, 0.5] [26754933.5, 0.2] [38202698.0, 0.6] [20973840.5, 0.7]
2020-07-15 [45741280.1, 0.5] [26718567.1, 0.2] [37874102.4, 0.6] [20902832.9, 0.7]
2020-07-16 [46744093.9, 0.5] [26462163.7, 0.2] [40936109.6, 0.6] [24629103.9, 0.6]
2020-07-17 [43644773.8, 0.5] [26446006.0, 0.2] [40576680.8, 0.6] [26156890.4, 0.6]
2020-07-20 [43884692.0, 0.5] [26197347.3, 0.2] [40879984.8, 0.6] [27330245.8, 0.6]
2020-07-21 [44704254.1, 0.5] [26138912.8, 0.2] [40593187.4, 0.6] [28679893.7, 0.6]
2020-07-22 [43730246.4, 0.5] [25879421.2, 0.3] [40546058.6, 0.6] [29459709.6, 0.6]
2020-07-23 [44425916.3, 0.5] [24319460.9, 0.3] [38456200.3, 0.6] [28817755.3, 0.6]
2020-07-24 [45298377.3, 0.5] [28071395.0, 0.2] [40304683.9, 0.6] [27917402.5, 0.6]
2020-07-27 [43236142.3, 0.5] [31330614.6, 0.0] [39837619.2, 0.6] [26601728.8, 0.6]
2020-07-28 [51280437.1, 0.4] [31988853.8, 0.0] [39702535.0, 0.6] [26522612.7, 0.6]
2020-07-29 [43104775.5, 0.5] [31993633.4, 0.0] [38755874.6, 0.6] [26980151.4, 0.6]
2020-07-30 [42014825.8, 0.5] [31896875.1, 0.0] [38262923.9, 0.6] [19871989.0, 0.7]
2020-07-31 [46785382.0, 0.5] [32098532.4, 0.0] [37765899.5, 0.6] [19283023.0, 0.7]
2020-08-03 [44976129.2, 0.5] [32824810.9, 0.0] [37849743.2, 0.6] [16552131.3, 0.7]
2020-08-04 [49168188.7, 0.5] [30917108.3, 0.1] [37643309.6, 0.6] [16805458.0, 0.7]
2020-08-05 [50220579.8, 0.5] [30975646.4, 0.1] [37970447.3, 0.6] [15761468.5, 0.7]
2020-08-06 [51351980.2, 0.5] [31194836.6, 0.1] [39929919.2, 0.6] [16011821.0, 0.7]
2020-08-07 [49620743.5, 0.5] [30991187.1, 0.1] [40175928.2, 0.6] [15283787.2, 0.7]
2020-08-10 [49539764.6, 0.5] [31042955.6, 0.1] [40097175.1, 0.6] [14297798.7, 0.8]
2020-08-11 [48397170.1, 0.5] [30797976.4, 0.1] [42514244.7, 0.6] [14792729.2, 0.8]
2020-08-12 [48124599.5, 0.5] [30524646.0, 0.1] [42253002.1, 0.6] [12907762.0, 0.8]
2020-08-13 [47506216.2, 0.5] [30367904.4, 0.1] [42589710.1, 0.6] [11061791.4, 0.8]
2020-08-14 [46659574.8, 0.5] [30181274.6, 0.1] [42649804.9, 0.6] [10265650.6, 0.8]
2020-08-17 [44345916.2, 0.5] [30053118.5, 0.1] [42597947.7, 0.6] [9765086.5, 0.8]
2020-08-18 [42710722.1, 0.5] [30104880.3, 0.1] [43277099.5, 0.6] [9099344.2, 0.8]
2020-08-19 [45892645.6, 0.5] [30007315.9, 0.1] [40424564.6, 0.6] [8248771.0, 0.8]
2020-08-20 [44989054.3, 0.5] [30012174.3, 0.1] [40409269.8, 0.6] [9224020.8, 0.8]
2020-08-21 [44334606.9, 0.5] [30019324.4, 0.1] [39865633.9, 0.6] [7847906.4, 0.8]
2020-08-24 [44362214.3, 0.5] [29904188.0, 0.1] [39421150.7, 0.6] [7510278.6, 0.8]
2020-08-25 [46279925.0, 0.5] [29732223.2, 0.1] [41739393.7, 0.6] [9024768.6, 0.8]
2020-08-26 [48111939.0, 0.5] [30718571.3, 0.1] [42122007.3, 0.6] [8534913.5, 0.8]
2020-08-27 [51918890.3, 0.5] [29448731.1, 0.2] [40514040.3, 0.6] [8688878.0, 0.8]
2020-08-28 [55046990.4, 0.4] [30496667.3, 0.1] [35531389.9, 0.6] [9159139.7, 0.8]
2020-08-31 [55078057.3, 0.4] [30440603.9, 0.1] [55092389.6, 0.3] [9880325.2, 0.8]
2020-09-01 [55732549.8, 0.4] [30643752.4, 0.1] [44469353.4, 0.5] [10060586.8, 0.8]
2020-09-02 [54136808.5, 0.4] [30933132.8, 0.1] [43674766.0, 0.5] [9287112.5, 0.8]
2020-09-03 [53820582.6, 0.4] [31285582.3, 0.1] [43849988.9, 0.5] [10634260.9, 0.7]
2020-09-04 [57276889.5, 0.4] [30043674.6, 0.2] [44880715.7, 0.5] [13969077.3, 0.7]
2020-09-08 [51667939.4, 0.5] [29055648.9, 0.2] [46525257.5, 0.4] [16458890.6, 0.6]
2020-09-09 [52934021.3, 0.5] [28548136.3, 0.2] [47281340.9, 0.4] [15811858.2, 0.6]
2020-09-10 [53868069.1, 0.4] [28778964.9, 0.2] [48469686.6, 0.4] [17047377.8, 0.6]
2020-09-11 [55523079.6, 0.4] [28826675.2, 0.2] [46874434.4, 0.4] [17268124.0, 0.6]
2020-09-14 [58207379.6, 0.4] [28846372.7, 0.2] [45962776.7, 0.4] [16829309.1, 0.6]
2020-09-15 [54162458.4, 0.4] [27811498.8, 0.2] [43838316.8, 0.4] [16946189.1, 0.5]
2020-09-16 [53121109.6, 0.5] [26569912.2, 0.3] [42507231.3, 0.4] [17432890.5, 0.5]
2020-09-17 [52969469.4, 0.5] [26402024.6, 0.3] [47208291.1, 0.4] [17211798.4, 0.5]
2020-09-18 [54184092.3, 0.5] [26582931.5, 0.3] [50984057.5, 0.3] [17425067.2, 0.5]
2020-09-21 [53005221.8, 0.5] [27090820.2, 0.3] [52993849.5, 0.3] [17735458.1, 0.5]
2020-09-22 [50669994.8, 0.5] [22756954.9, 0.4] [54331460.0, 0.2] [17848418.7, 0.5]
2020-09-23 [49095712.0, 0.5] [20016864.4, 0.4] [54939875.7, 0.2] [17725309.3, 0.5]
2020-09-24 [50397060.9, 0.5] [19902619.9, 0.4] [53099045.8, 0.2] [17306302.0, 0.5]
2020-09-25 [47874004.2, 0.5] [19718533.2, 0.4] [51554186.3, 0.2] [17113037.8, 0.5]
2020-09-28 [48262766.8, 0.5] [19386616.7, 0.5] [51141471.5, 0.2] [17974655.1, 0.5]
2020-09-29 [48581378.7, 0.5] [19948777.0, 0.4] [51410594.6, 0.2] [18244798.8, 0.5]
2020-09-30 [46821013.2, 0.5] [20170565.0, 0.4] [51038365.1, 0.2] [17783063.9, 0.5]
2020-10-01 [47835206.2, 0.5] [20995857.8, 0.4] [51287419.6, 0.2] [18652503.9, 0.5]
2020-10-02 [47388408.4, 0.5] [21197554.5, 0.4] [51115829.8, 0.2] [18661102.4, 0.5]
2020-10-05 [47468914.5, 0.5] [20795298.3, 0.4] [53456361.2, 0.2] [17992784.1, 0.5]
2020-10-06 [47621584.6, 0.5] [20221318.2, 0.4] [54632150.8, 0.2] [17341551.9, 0.5]
2020-10-07 [50100767.7, 0.5] [19911716.8, 0.4] [55640181.0, 0.2] [17852343.3, 0.5]
2020-10-08 [49638686.1, 0.5] [20215541.7, 0.4] [52628463.1, 0.2] [15984680.9, 0.5]
2020-10-09 [48926412.0, 0.5] [20108302.9, 0.4] [53677728.6, 0.2] [18238641.7, 0.4]
2020-10-12 [49696657.5, 0.5] [20154846.8, 0.4] [53781186.4, 0.2] [21782659.1, 0.3]
2020-10-13 [49581959.5, 0.5] [20984204.9, 0.4] [53394041.5, 0.2] [22589396.1, 0.2]
2020-10-14 [51290832.2, 0.5] [21712454.9, 0.4] [53586140.4, 0.2] [23878054.8, 0.2]
2020-10-15 [50312484.7, 0.5] [22672237.4, 0.4] [53452324.0, 0.2] [23260831.7, 0.2]
2020-10-16 [49326206.1, 0.5] [22364707.9, 0.4] [48714142.8, 0.2] [22474244.2, 0.2]
2020-10-19 [49522524.7, 0.5] [22274517.4, 0.4] [45443785.3, 0.3] [21342932.8, 0.3]
2020-10-20 [49657901.7, 0.5] [22581430.2, 0.4] [44874342.5, 0.3] [20164693.0, 0.3]
2020-10-21 [50827141.2, 0.5] [22795663.5, 0.4] [44426818.4, 0.3] [19560236.0, 0.3]
2020-10-22 [52557666.6, 0.5] [22920360.1, 0.4] [43712505.4, 0.3] [18448966.6, 0.3]
2020-10-23 [48291760.5, 0.5] [23417198.4, 0.4] [46434815.8, 0.3] [18049564.9, 0.3]
2020-10-26 [48921022.5, 0.5] [22031439.8, 0.4] [46072087.3, 0.3] [17888596.9, 0.3]
2020-10-27 [48478373.9, 0.5] [22055184.1, 0.4] [46074762.4, 0.3] [17796046.9, 0.3]
2020-10-28 [49087682.9, 0.5] [21856039.7, 0.4] [46369096.6, 0.3] [17472596.5, 0.3]
2020-10-29 [50270399.3, 0.5] [22218393.5, 0.4] [44675391.7, 0.3] [17723018.6, 0.3]
2020-10-30 [50455206.3, 0.5] [22272771.8, 0.4] [48379684.6, 0.2] [17678194.8, 0.3]
2020-11-02 [48334258.4, 0.5] [22029573.5, 0.4] [46249475.4, 0.2] [18462961.0, 0.3]
2020-11-03 [48800565.0, 0.5] [23468830.6, 0.4] [44587944.8, 0.3] [18705584.1, 0.3]
2020-11-04 [51269974.6, 0.5] [24003434.7, 0.4] [50128671.7, 0.1] [19664345.5, 0.2]
2020-11-05 [53373432.9, 0.5] [25376917.3, 0.3] [50953988.4, 0.1] [19520701.4, 0.2]
2020-11-06 [55517183.5, 0.5] [26445920.7, 0.3] [50456617.1, 0.1] [19099772.7, 0.2]
2020-11-09 [58595104.8, 0.4] [26808678.0, 0.3] [50407654.4, 0.1] [18658349.0, 0.3]
2020-11-10 [63902471.9, 0.4] [27510495.4, 0.3] [63065089.9, -0.0] [21907008.5, 0.2]
2020-11-11 [60411444.0, 0.4] [27127079.2, 0.3] [50551716.9, 0.2] [21783323.9, 0.2]
2020-11-12 [61932151.3, 0.4] [27764776.1, 0.3] [50146019.5, 0.2] [21480847.1, 0.2]
2020-11-13 [63278617.7, 0.4] [27249515.7, 0.3] [50550192.1, 0.2] [21525275.0, 0.2]
2020-11-16 [63865344.4, 0.4] [27226818.8, 0.3] [51496532.4, 0.2] [21858985.3, 0.2]
2020-11-17 [62222555.8, 0.4] [27091938.8, 0.3] [50389424.1, 0.2] [21104250.1, 0.2]
2020-11-18 [61101353.9, 0.4] [25893175.0, 0.3] [50907022.2, 0.2] [20802248.1, 0.2]
2020-11-19 [55351078.3, 0.5] [25504952.7, 0.3] [51585667.2, 0.2] [20606572.8, 0.2]
2020-11-20 [51690564.4, 0.5] [23223493.2, 0.4] [49932555.8, 0.2] [20920552.4, 0.2]
2020-11-23 [52188964.3, 0.5] [24159686.6, 0.3] [49156180.4, 0.2] [21300462.5, 0.2]
2020-11-24 [52668433.8, 0.5] [24032833.9, 0.4] [50485179.0, 0.2] [21275142.1, 0.2]
2020-11-25 [53154483.4, 0.5] [24083344.6, 0.3] [47880224.0, 0.3] [21440881.7, 0.2]
2020-11-27 [52830882.1, 0.5] [23305946.0, 0.4] [47294638.9, 0.3] [21651602.7, 0.2]
2020-11-30 [44477023.4, 0.6] [23020575.0, 0.3] [46955858.0, 0.3] [20345507.4, 0.2]
2020-12-01 [50091373.3, 0.5] [24202333.5, 0.3] [47475897.2, 0.3] [21252123.7, 0.2]
2020-12-02 [47777415.1, 0.5] [24701076.3, 0.3] [47363546.2, 0.3] [21181849.6, 0.2]
2020-12-03 [46258438.6, 0.5] [24281765.2, 0.3] [47297578.4, 0.3] [21044145.7, 0.2]
2020-12-04 [44080738.7, 0.6] [23918695.7, 0.3] [48157894.2, 0.3] [21499116.5, 0.2]
2020-12-07 [42272353.9, 0.6] [23752344.4, 0.3] [47598939.0, 0.3] [21360616.1, 0.2]
2020-12-08 [40410565.3, 0.6] [23487539.8, 0.3] [46646753.9, 0.4] [21586470.1, 0.2]
2020-12-09 [40137159.6, 0.6] [23170968.2, 0.3] [48141651.1, 0.3] [21401531.4, 0.2]
2020-12-10 [40247474.7, 0.6] [23414620.5, 0.3] [47317107.0, 0.4] [21645479.8, 0.2]
2020-12-11 [37893077.4, 0.6] [22950400.7, 0.3] [48192294.5, 0.4] [21918788.5, 0.2]
2020-12-14 [39518167.1, 0.6] [22463759.5, 0.3] [48770823.3, 0.4] [21527787.3, 0.2]
2020-12-15 [37472973.2, 0.6] [23844788.7, 0.3] [49057097.2, 0.4] [21516177.6, 0.2]
2020-12-16 [37863419.2, 0.6] [23097234.1, 0.3] [50282529.8, 0.4] [21673205.9, 0.2]
2020-12-17 [38255613.0, 0.6] [23027932.6, 0.3] [51098562.4, 0.3] [21827411.4, 0.2]
2020-12-18 [37942692.9, 0.6] [23107013.0, 0.3] [51169509.5, 0.3] [21485516.5, 0.2]
2020-12-21 [40290604.6, 0.6] [24271204.2, 0.3] [52508918.5, 0.3] [20717681.4, 0.2]
2020-12-22 [41660711.8, 0.5] [25503937.7, 0.3] [52879209.6, 0.3] [20571123.0, 0.2]
2020-12-23 [40524634.6, 0.6] [25316341.7, 0.3] [53654913.2, 0.3] [20663519.0, 0.2]
2020-12-24 [36893673.2, 0.6] [24444118.4, 0.3] [53497110.1, 0.3] [19732374.5, 0.2]
2020-12-28 [33461799.3, 0.6] [23039765.4, 0.3] [52873011.9, 0.3] [18976555.7, 0.3]
2020-12-29 [40832734.9, 0.5] [23384836.7, 0.3] [50805605.6, 0.3] [18724483.9, 0.3]
2020-12-30 [40381623.9, 0.6] [23544899.0, 0.3] [49593015.5, 0.4] [18533223.5, 0.3]
for year in [2019,2020]:
tx = pd.concat(squared_error[str(year)+" MSE"],axis=1)
for ticker in tickers_list:
colnames= [col for col in tx.columns if ticker in col]
tx_ = tx[colnames].copy()
tx_.columns = ['10-day window','30-day window','60-day window']
ty = tx_.copy()
tx_ = tx_.groupby(pd.Grouper(freq='M')).mean()
tx_ = tx_.rename(index=lambda x: x.strftime('%B'))
tx_.plot(kind='bar',title=ticker+": Mean-squared error by month in "+str(year), figsize=(6,3))
holidays_list_ = pd.to_datetime(banking_holidays)
ty_holidays = ty.loc[ty.index.isin(holidays_list_)]
ty_working = ty[~ty.index.isin(holidays_list_)]
holidays = ty_holidays.mean(axis=0).to_frame()
holidays.columns = ['Holidays']
working = ty_working.mean(axis=0).to_frame()
working.columns = ['Business Days']
pd.concat([holidays,working],axis=1).T.plot(kind='barh',title=ticker+": Mean-squared error by business-days & holidays in "+str(year), figsize=(6,3))
squared_error = {}
squared_error['2019 MSE'] = []
squared_error['2020 MSE'] = []
coeff_ = {}
coeff_['2019 Coeff'] = []
coeff_['2020 Coeff'] = []
for ticker in tickers_list:
for window_size in [10,30,60]:
for year in [2019, 2020]:
df_ = tickers_df[ticker][['Volume']]
df_.columns = ['Actual Volume']
df_.loc[:,'year'] = df_.index.year
df_ = df_[df_.year == year]
df_ = df_[['Actual Volume',]]
df_['Error'] = np.nan
df_['Coeff'] = np.nan
df_['Coeff'] = df_['Coeff'].astype('object')
df_['Forecasted Volume'] = np.nan
for index, row in df_[window_size:].iterrows():
X = df_[:index][-(window_size+1):-1]['Actual Volume'].values
model = AutoReg(X, lags=2)
model_fit = model.fit()
coeff = model_fit.params
coeff = [round(i, 1) for i in coeff.tolist()]
df_.at[index,'Coeff']= coeff
pred = model_fit.predict(start=len(X),end=len(X),dynamic=False)
df_.loc[index,'Forecasted Volume'] = pred[0]
df_.loc[index,'Error'] = df_.loc[index,'Actual Volume']-pred[0]
df_[['Actual Volume','Forecasted Volume']].plot(figsize=(6, 3))
plt.legend(loc='best')
plt.title(ticker+": Volume forecast using "+str(window_size)+"-day rolling AR(2) model", fontsize=10)
plt.xlabel("Date")
plt.ylabel("Volume")
df_[ticker+"_"+str(window_size)+"_"+str(year)+"_MSE"]= np.square(df_['Error'])
df_[ticker+"_"+str(window_size)+"_"+str(year)+"_Coeff"]= df_['Coeff']
squared_error[str(year)+" MSE"].append(df_[ticker+"_"+str(window_size)+"_"+str(year)+"_MSE"])
coeff_[str(year)+" Coeff"].append(df_[ticker+"_"+str(window_size)+"_"+str(year)+"_Coeff"])
C:\Users\dell\anaconda3\lib\site-packages\pandas\plotting\_matplotlib\core.py:386: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). fig = self.plt.figure(figsize=self.figsize)
for year in [2019,2020]:
tx = pd.concat(coeff_[str(year)+" Coeff"],axis=1)
for N in [10,30,60]:
colnames= [col for col in tx.columns if str(N) in col]
tx_ = tx[colnames].copy().dropna()
print("**************************************************************************************************")
print("Printing values of coeff: A,B and C in AR(2) "+str(N)+"-day rolling model")
print("**************************************************************************************************")
print(tx_.to_string())
# print(tx_)
**************************************************************************************************
Printing values of coeff: A,B and C in AR(2) 10-day rolling model
**************************************************************************************************
AMZN_10_2019_Coeff GOOG_10_2019_Coeff AAL_10_2019_Coeff NCLH_10_2019_Coeff
Date
2019-01-16 [30001304.3, 0.3, 0.5] [18878616.8, 0.7, -0.3] [15390862.4, -0.3, -0.4] [1125944.4, 0.3, 0.0]
2019-01-17 [41265477.9, 0.3, 0.3] [14650406.2, 0.4, 0.1] [14646148.0, -0.3, -0.3] [1757426.3, -0.1, 0.0]
2019-01-18 [39498107.2, 0.0, 0.6] [20796257.4, 0.1, 0.1] [14764890.8, -0.3, -0.4] [1104452.6, 0.1, 0.2]
2019-01-22 [90011001.3, -0.1, 0.3] [51722026.1, -0.6, -0.2] [13862964.7, -0.3, -0.3] [1295455.2, 0.3, -0.0]
2019-01-23 [147694199.2, -0.3, 0.0] [46635040.5, -0.2, -0.4] [16730866.3, -0.4, -0.5] [1381040.1, 0.2, 0.0]
2019-01-24 [255230941.1, -0.6, -0.6] [56584841.4, -0.3, -0.7] [12373934.1, -0.0, -0.4] [1908974.2, 0.2, -0.3]
2019-01-25 [259437083.1, -0.6, -0.7] [57127641.4, -0.2, -0.8] [5226974.8, 0.7, -0.2] [1579657.3, 0.5, -0.5]
2019-01-28 [173877542.9, -0.0, -0.6] [38929450.6, -0.1, -0.3] [4113243.7, 0.7, 0.0] [1306595.1, 0.6, -0.4]
2019-01-29 [122344848.2, 0.0, -0.2] [36129631.8, -0.0, -0.3] [4628064.6, 0.7, -0.0] [2797228.9, 0.5, -1.1]
2019-01-30 [133264720.7, -0.0, -0.3] [29898684.0, 0.0, -0.2] [6369049.6, 0.7, -0.2] [2979544.5, 0.5, -1.2]
2019-01-31 [117995362.5, 0.1, -0.2] [29099265.5, 0.1, -0.2] [8904642.9, 0.7, -0.5] [-607666.5, 1.0, 0.6]
2019-02-01 [107667621.9, 1.2, -1.1] [28291489.0, 0.1, -0.2] [9588713.0, 0.6, -0.4] [547659.8, 0.3, 0.7]
2019-02-04 [143977959.6, 1.2, -1.5] [35460424.5, -0.2, -0.2] [976495.0, 1.0, -0.2] [1616349.9, 0.5, -0.1]
2019-02-05 [145399173.0, 1.2, -1.5] [-43900247.8, 1.4, 1.4] [3368508.3, 1.1, -0.4] [1828360.7, 0.5, -0.1]
2019-02-06 [122008245.9, 0.6, -0.6] [-46519904.9, 1.3, 1.7] [1747506.7, 0.8, -0.0] [2055101.3, 0.4, -0.1]
2019-02-07 [111031249.6, 0.7, -0.5] [32070320.9, 1.1, -1.1] [2680271.2, 0.5, 0.0] [2444009.2, 0.4, -0.2]
2019-02-08 [115510059.0, 0.7, -0.6] [21019064.7, 0.6, -0.1] [5196349.0, 0.1, 0.1] [1589700.1, 0.5, -0.1]
2019-02-11 [117642062.7, 0.7, -0.6] [26479096.3, 0.6, -0.3] [4653938.4, 0.1, 0.2] [1185617.7, 0.5, -0.0]
2019-02-12 [98500785.6, 0.7, -0.5] [27481493.2, 0.6, -0.3] [907936.1, 0.2, 0.5] [702859.3, 0.5, -0.0]
2019-02-13 [76292949.2, 0.6, -0.3] [29920403.7, 0.6, -0.4] [3991131.5, 0.1, 0.3] [1075655.9, 0.1, 0.1]
2019-02-14 [82017982.5, -0.0, 0.1] [24800634.8, 0.6, -0.2] [4001761.4, 0.1, 0.3] [771099.4, 0.3, 0.2]
2019-02-15 [120969437.6, -0.4, 0.0] [14761107.2, 0.7, -0.2] [5812507.6, 0.1, -0.2] [769331.0, 0.3, 0.1]
2019-02-19 [146714780.8, -0.5, -0.1] [14503089.9, 0.2, 0.2] [16967817.6, -1.8, -0.2] [1334581.9, -0.0, 0.1]
2019-02-20 [134572397.7, -0.5, -0.1] [19401271.6, -0.1, 0.3] [19995083.0, -0.7, -1.7] [1967707.8, 0.2, -0.6]
2019-02-21 [103687042.2, -0.3, 0.0] [32611189.5, -0.2, -0.2] [8185736.0, -0.2, -0.0] [1343440.5, 0.4, -0.3]
2019-02-22 [72804374.7, -0.2, 0.3] [53158276.1, -0.7, -0.5] [8796408.9, -0.3, -0.1] [-381011.6, 1.0, 0.5]
2019-02-25 [7533086.3, 0.3, 0.6] [65137742.8, -0.9, -0.9] [10000351.8, -0.4, -0.1] [-167054.4, 0.6, 0.9]
2019-02-26 [20638469.9, 0.3, 0.4] [56957641.4, -0.8, -0.6] [13211124.1, -0.6, -0.3] [524608.1, 0.6, 0.3]
2019-02-27 [-4130229.6, 0.6, 0.4] [56349107.6, -0.7, -0.7] [13287634.3, -0.4, -0.4] [945244.8, 0.7, 0.0]
2019-02-28 [25273392.9, 0.7, -0.0] [50928366.7, -0.6, -0.4] [14780115.5, -0.6, -0.4] [1512115.0, 0.5, 0.0]
2019-03-01 [32224312.0, 0.1, 0.3] [55820458.5, -0.9, -0.4] [11793403.2, -0.3, -0.3] [1620682.8, 0.5, 0.0]
2019-03-04 [85079567.7, -0.6, 0.3] [59511772.5, -0.7, -0.7] [11870423.3, -0.2, -0.4] [2334861.4, 0.4, -0.2]
2019-03-05 [-1153268.7, 1.3, -0.2] [41249009.5, -0.4, -0.1] [12772271.2, -0.2, -0.5] [2986898.8, 0.5, -0.5]
2019-03-06 [93803375.5, 1.0, -1.4] [38682047.1, -0.4, -0.1] [13899342.8, -0.3, -0.6] [1518580.9, 0.7, -0.2]
2019-03-07 [56019247.9, 0.5, -0.2] [51269862.6, -0.5, -0.4] [16449326.2, -0.5, -0.6] [1290458.8, 0.6, -0.1]
2019-03-08 [61379121.1, 0.5, -0.2] [46297087.9, -0.3, -0.4] [11670231.8, -0.2, -0.4] [1745118.1, 0.4, -0.1]
2019-03-11 [75970723.2, 0.4, -0.3] [32286306.1, -0.2, -0.1] [10156359.3, -0.1, -0.3] [1844841.5, 0.3, -0.1]
2019-03-12 [96292229.4, 0.2, -0.3] [35283674.3, -0.1, -0.2] [11178995.2, -0.3, -0.2] [2569021.3, 0.3, -0.4]
2019-03-13 [147800494.3, -0.0, -0.7] [16651970.3, 0.8, -0.4] [8289563.9, 0.5, -0.5] [2978424.4, 0.0, -0.4]
2019-03-14 [129456094.9, 0.1, -0.6] [35855333.6, 0.8, -1.1] [2880637.3, 0.9, -0.2] [1686904.5, 0.4, -0.2]
2019-03-15 [71217125.4, 0.1, -0.1] [29318560.3, 0.6, -0.7] [7972251.8, 0.8, -0.8] [1160669.9, 0.5, -0.1]
2019-03-18 [174277926.7, -0.7, -0.4] [40540459.8, 0.2, -0.5] [6528406.1, 0.2, -0.0] [1163784.6, 0.5, -0.0]
2019-03-19 [188274478.5, -0.1, -1.1] [44599581.7, -0.2, -0.3] [7205179.8, 0.1, 0.1] [992612.3, -0.1, 0.6]
2019-03-20 [62565332.0, 0.2, 0.2] [48723278.2, -0.3, -0.2] [7859206.8, 0.1, -0.0] [1627653.3, -0.2, 0.3]
2019-03-21 [53115663.4, 0.2, 0.2] [74223601.3, -0.7, -0.6] [8024788.1, 0.1, -0.1] [3532050.8, -0.6, -0.3]
2019-03-22 [56209140.5, 0.2, 0.3] [97881343.7, -1.0, -0.9] [4546767.1, 0.3, 0.1] [4916076.5, -0.7, -1.0]
2019-03-25 [65438319.2, 0.1, 0.3] [98322233.8, -1.0, -0.9] [3755055.8, 0.1, 0.3] [2925724.8, -0.6, 0.1]
2019-03-26 [95887108.0, -0.0, 0.2] [90307622.1, -1.0, -0.7] [5602692.2, -0.3, 0.4] [2243937.1, -0.3, 0.2]
2019-03-27 [179172291.6, -0.4, -0.1] [88770643.7, -1.0, -0.6] [127966.8, 0.3, 0.6] [1738926.0, -0.3, 0.5]
2019-03-28 [-42658973.3, 0.8, 0.5] [80487589.5, -0.9, -0.5] [5203759.9, 0.1, 0.0] [1098447.3, -0.1, 0.6]
2019-03-29 [-81324122.4, 0.9, 0.7] [77953632.5, -0.9, -0.6] [6382661.9, -0.0, -0.0] [2549036.5, -0.3, 0.1]
2019-04-01 [-24874428.2, 0.7, 0.4] [43228521.4, -0.2, -0.2] [8909255.4, -0.0, -0.4] [3567722.0, -0.6, 0.1]
2019-04-02 [23260626.5, 0.7, 0.0] [23027139.1, -0.0, 0.2] [7516197.9, 0.1, -0.3] [3117791.5, -0.5, 0.2]
2019-04-03 [17751172.5, 0.5, 0.2] [8115035.1, 0.3, 0.3] [1556564.4, 0.7, 0.2] [2296444.5, -0.2, 0.2]
2019-04-04 [38936794.1, 0.4, 0.1] [11698037.0, 0.4, 0.1] [1062791.6, 0.8, 0.2] [-216279.6, 0.4, 0.5]
2019-04-05 [46673465.2, 0.2, 0.2] [9532952.5, 0.4, 0.2] [5940539.7, 0.9, -0.8] [31474.0, 0.4, 0.5]
2019-04-08 [73270284.1, 0.1, -0.1] [15299526.7, 0.3, -0.1] [6089903.9, 0.7, -0.6] [732606.0, 0.4, 0.1]
2019-04-09 [129721111.3, -0.4, -0.4] [19188254.0, 0.0, 0.0] [6097365.8, 0.7, -0.6] [1030290.5, 0.4, -0.0]
2019-04-10 [140073837.1, -0.4, -0.5] [9554100.8, 0.2, 0.3] [7825736.6, 0.8, -0.8] [936911.4, 0.3, 0.1]
2019-04-11 [161515479.7, -0.8, -0.3] [10682785.7, 0.4, -0.0] [7810208.9, 0.6, -0.7] [1369395.6, 0.4, -0.4]
2019-04-12 [-80111005.1, 1.0, 1.1] [12504143.7, -0.0, 0.2] [7981255.3, 0.6, -0.7] [1426239.0, 0.4, -0.4]
2019-04-15 [19189311.5, 0.5, 0.2] [9309574.4, 0.2, 0.2] [6373228.6, 0.6, -0.6] [1563266.5, 0.7, -0.7]
2019-04-16 [56373837.8, 0.8, -0.6] [19899494.9, 0.8, -1.0] [8069734.5, 0.2, -0.4] [877345.9, 0.8, -0.3]
2019-04-17 [53130089.2, 0.5, -0.3] [26221673.8, 0.5, -1.0] [6582517.9, 0.1, -0.1] [1671808.2, 0.4, -0.4]
2019-04-18 [63964808.5, 0.5, -0.5] [12681618.0, 0.1, 0.3] [2867712.1, 0.4, 0.1] [1909015.7, -0.2, 0.2]
2019-04-22 [63914327.8, 0.5, -0.5] [6752875.7, 0.5, 0.2] [561163.1, 0.6, 0.3] [1216935.2, 0.3, 0.1]
2019-04-23 [91817247.3, 0.2, -0.6] [18465291.7, 0.2, -0.2] [189710.7, 0.4, 0.5] [3156424.6, -0.0, -0.6]
2019-04-24 [101821231.0, 0.5, -1.1] [18279077.3, -0.1, 0.2] [804576.7, 0.1, 0.6] [3488784.5, -0.1, -0.6]
2019-04-25 [108053673.8, 0.5, -1.2] [25953029.8, -0.3, 0.1] [1933423.9, -0.0, 0.5] [2705809.3, -0.1, -0.3]
2019-04-26 [877744.8, 0.2, 0.9] [41745169.3, -0.7, -0.2] [2686150.7, 0.1, 0.3] [2294501.0, 0.0, -0.2]
2019-04-29 [-69473666.4, 1.3, 0.9] [55376189.3, -1.0, -0.5] [3393558.9, 1.2, -0.9] [1987217.4, 0.0, -0.1]
2019-04-30 [80027471.3, 0.6, -0.6] [25158131.0, 0.1, -0.0] [5828691.9, 0.8, -1.1] [1648925.1, 0.1, -0.1]
2019-05-01 [75842056.1, 0.4, -0.2] [-86458631.9, 3.2, 1.9] [3318380.6, 0.5, -0.1] [2091959.6, 0.2, -0.4]
2019-05-02 [84585917.6, 0.4, -0.3] [73882234.0, 1.1, -2.8] [3746364.2, 0.4, -0.1] [2320954.3, 0.3, -0.6]
2019-05-03 [94117663.2, 0.3, -0.3] [35180833.2, 0.4, -0.2] [4257414.3, 0.4, -0.2] [1862812.1, 0.4, -0.3]
2019-05-06 [111299641.4, 0.3, -0.4] [38153913.9, 0.3, -0.2] [5383729.5, 0.3, -0.2] [1417676.6, 0.3, 0.0]
2019-05-07 [125578874.6, 0.3, -0.5] [43750853.1, 0.3, -0.2] [6532155.9, 0.2, -0.3] [1616233.3, 0.3, -0.1]
2019-05-08 [108588692.1, 0.4, -0.4] [48404791.3, 0.3, -0.3] [7411842.8, 0.1, -0.3] [1826049.4, 0.3, -0.1]
2019-05-09 [100318513.8, 0.1, -0.2] [51619602.2, 0.2, -0.3] [4905592.8, -0.1, 0.2] [2457413.3, 0.1, -0.2]
2019-05-10 [77041454.5, 0.4, -0.2] [42883853.3, 0.3, -0.3] [7301337.1, -0.5, 0.1] [3318457.6, 0.1, -0.4]
2019-05-13 [70894182.6, 0.4, -0.0] [18844664.1, 0.2, 0.1] [11229402.7, -0.8, -0.5] [3906875.3, -0.0, -0.5]
2019-05-14 [96304136.5, 0.2, -0.1] [17384482.6, 0.4, -0.0] [13555853.8, -0.9, -0.7] [2454708.7, 0.0, -0.0]
2019-05-15 [169197475.5, -0.4, -0.2] [14697604.8, 0.6, -0.0] [10178653.7, -0.5, -0.5] [1943731.2, 0.3, -0.1]
2019-05-16 [141750790.6, -0.2, -0.2] [15900667.4, 0.8, -0.3] [10104950.4, -0.4, -0.5] [2600895.7, 0.3, -0.4]
2019-05-17 [109511322.8, -0.1, -0.0] [22577806.6, 0.4, -0.1] [9882518.7, -0.4, -0.5] [2676374.3, 0.5, -0.6]
2019-05-20 [138587527.5, -0.1, -0.3] [25942143.5, 0.6, -0.4] [7158420.6, -0.1, -0.3] [1655000.1, 0.7, -0.4]
2019-05-21 [64858566.8, 0.3, 0.0] [26655886.5, 0.6, -0.4] [8205757.3, 0.1, -0.6] [839229.1, 0.8, -0.2]
2019-05-22 [50257668.8, 0.8, -0.3] [22401687.3, 0.5, -0.2] [8884706.6, -0.1, -0.5] [872073.4, 0.6, -0.0]
2019-05-23 [-12611469.7, 0.6, 0.5] [16652803.0, 0.7, -0.2] [5086540.6, -0.4, 0.6] [561251.3, 0.5, 0.1]
2019-05-24 [34634691.6, -0.2, 0.7] [11334321.5, 0.6, -0.1] [-3003084.2, 0.8, 0.9] [1100237.1, 0.6, -0.3]
2019-05-28 [39508761.4, -0.1, 0.6] [9059088.6, 0.5, 0.1] [5874785.6, 0.3, -0.2] [1458328.2, 0.0, -0.0]
2019-05-29 [20132601.9, 0.2, 0.5] [17773466.4, 0.3, -0.0] [5462145.7, 0.2, 0.1] [1821679.4, -0.2, -0.1]
2019-05-30 [62611009.8, -0.1, 0.3] [19687399.5, 0.3, -0.1] [6617394.2, 0.0, 0.1] [2381777.2, -0.3, -0.3]
2019-05-31 [94391622.9, -0.4, 0.2] [30292726.6, -0.1, -0.1] [8547879.1, -0.1, -0.1] [2746251.8, -0.7, -0.3]
2019-06-03 [151235983.7, -0.9, -0.1] [33248230.7, -0.4, -0.0] [8621836.3, -0.1, -0.1] [2547381.4, -0.4, -0.5]
2019-06-04 [57804775.8, 0.7, -0.3] [41345919.1, 2.0, -2.3] [9660806.4, -0.1, -0.2] [2383589.3, -0.4, -0.4]
2019-06-05 [108030458.8, 0.3, -0.6] [88395654.8, 0.5, -2.8] [8705282.9, 0.1, -0.2] [1329655.7, 1.3, -0.9]
2019-06-06 [81052614.7, 0.3, -0.2] [33320815.5, 0.3, -0.1] [8171162.2, -0.1, -0.0] [2250898.6, 1.1, -1.4]
2019-06-07 [93056757.3, 0.4, -0.3] [38887758.3, 0.3, -0.2] [7676553.8, -0.0, -0.0] [1655027.2, 1.0, -0.8]
2019-06-10 [103182786.1, 0.3, -0.3] [43238297.6, 0.2, -0.2] [8081139.7, 0.2, -0.4] [1702611.4, 0.9, -0.5]
2019-06-11 [112040712.9, 0.2, -0.4] [45166059.1, 0.2, -0.3] [6851820.6, 0.4, -0.4] [1836310.7, 0.9, -0.5]
2019-06-12 [137302371.5, 0.2, -0.5] [50381061.0, 0.2, -0.3] [3961438.6, 0.5, -0.1] [2328968.6, 0.9, -0.6]
2019-06-13 [131894888.5, 0.2, -0.6] [47069702.0, 0.2, -0.3] [3222073.7, 0.6, -0.1] [2298531.5, 0.9, -0.6]
2019-06-14 [59890505.1, 0.4, -0.2] [11233030.4, 0.4, 0.1] [6591225.2, 0.7, -0.6] [2364154.1, 0.9, -0.7]
2019-06-17 [32948787.8, 0.8, -0.3] [10782945.8, 0.5, 0.1] [7216099.0, 0.3, -0.5] [855389.9, 1.0, -0.4]
2019-06-18 [31804564.1, 0.9, -0.3] [8386169.2, 0.2, 0.3] [8029762.6, 0.1, -0.5] [808246.9, 0.5, -0.0]
2019-06-19 [47987456.0, 0.9, -0.5] [9355466.6, -0.1, 0.6] [8377813.4, 0.1, -0.6] [589288.7, 0.9, -0.2]
2019-06-20 [39482344.5, 0.7, -0.3] [14901110.7, 0.3, 0.1] [7867466.7, 0.2, -0.6] [963414.1, 0.2, 0.1]
2019-06-21 [49999547.3, 0.3, -0.1] [17384456.8, 0.2, 0.1] [8592806.6, 0.2, -0.7] [2573737.8, -1.1, 0.6]
2019-06-24 [81987275.2, -0.2, -0.2] [18708492.8, 0.2, 0.0] [9111847.1, 0.2, -0.7] [2139318.0, 0.3, -0.5]
2019-06-25 [109382736.7, -0.5, -0.3] [12039808.3, 0.2, 0.3] [8219897.4, 0.2, -0.5] [957368.9, 0.5, 0.2]
2019-06-26 [104223928.6, -0.4, -0.2] [14447657.6, 0.1, 0.4] [6067557.8, 0.3, -0.3] [1534221.2, 0.4, -0.0]
2019-06-27 [85675005.6, -0.4, -0.0] [15080040.4, 0.1, 0.4] [5195253.1, 0.7, -0.5] [1811182.2, 0.4, -0.2]
2019-06-28 [64877389.1, -0.1, 0.1] [34446877.3, -0.3, 0.1] [4861412.1, 0.7, -0.5] [1903877.2, 0.4, -0.3]
2019-07-01 [50690386.4, -0.0, 0.1] [45757891.8, -0.5, -0.0] [4723517.2, 0.7, -0.4] [2983995.3, 0.3, -0.4]
2019-07-02 [59216347.3, -0.1, 0.0] [59932856.1, -0.7, -0.3] [6488965.6, 0.6, -0.6] [3746115.2, 0.0, -0.5]
2019-07-03 [67964682.6, -0.1, -0.1] [76608129.4, -0.9, -0.6] [5543462.7, 0.2, -0.1] [3174970.9, 0.2, -0.5]
2019-07-05 [75991137.3, -0.2, -0.2] [16939065.0, 0.2, 0.2] [5718016.2, 0.4, -0.3] [2795843.4, 0.2, -0.4]
2019-07-08 [68833238.5, -0.1, -0.2] [21417914.7, 0.1, 0.1] [5859650.6, 0.4, -0.6] [2676976.0, 0.2, -0.4]
2019-07-09 [87457477.6, -0.0, -0.7] [24185973.4, 0.1, -0.0] [6306138.1, 0.3, -0.6] [3131878.7, 0.0, -0.5]
2019-07-10 [73569014.7, 0.4, -0.7] [28026369.3, -0.1, -0.0] [6120197.4, 0.3, -0.5] [3055408.7, 0.0, -0.4]
2019-07-11 [39578649.1, 0.9, -0.5] [22983505.3, 0.1, 0.0] [5982219.0, 0.4, -0.5] [3148679.6, 0.0, -0.3]
2019-07-12 [32199059.0, 1.0, -0.5] [27693154.1, 0.3, -0.5] [6025966.9, 0.4, -0.5] [1941036.1, 0.3, -0.2]
2019-07-15 [45496055.5, 1.1, -0.8] [27454495.2, 0.2, -0.4] [4837612.1, 0.4, -0.3] [1950617.3, 0.5, -0.4]
2019-07-16 [48364466.7, 0.8, -0.5] [25801089.5, 0.3, -0.5] [4173995.0, 0.7, -0.5] [2133646.4, 0.5, -0.5]
2019-07-17 [49036017.8, 0.7, -0.4] [25467287.6, 0.2, -0.3] [4675985.3, 0.5, -0.3] [2781813.1, 0.5, -0.7]
2019-07-18 [42978340.7, 0.7, -0.4] [18551485.2, 0.4, -0.2] [5686215.0, 0.2, -0.2] [3057284.2, 0.1, -0.5]
2019-07-19 [60262549.4, 0.7, -0.6] [18032776.6, 0.4, -0.2] [6311421.3, 0.2, -0.3] [2963128.4, 0.2, -0.6]
2019-07-22 [43675693.7, 0.7, -0.4] [15616904.8, 0.7, -0.4] [7131244.0, 0.3, -0.5] [2637486.9, 0.3, -0.6]
2019-07-23 [44448988.3, 0.4, -0.2] [19466631.0, 0.5, -0.3] [4373238.9, 0.3, -0.2] [3309971.4, 0.2, -0.8]
2019-07-24 [72006575.8, -0.1, -0.1] [19565215.0, 0.5, -0.4] [5126543.7, 0.1, -0.1] [3575058.6, 0.2, -1.0]
2019-07-25 [56325447.4, 0.1, -0.0] [21179550.4, 0.4, -0.2] [8481101.5, -0.2, -0.6] [2404126.6, 0.5, -0.6]
2019-07-26 [106042635.9, -0.3, -0.5] [20365956.7, 0.7, -0.4] [1864889.7, 1.2, -0.3] [2462270.2, 0.4, -0.5]
2019-07-29 [92546790.0, 0.7, -1.2] [-51999666.7, 2.8, 0.3] [6283544.7, 0.7, -0.9] [1981393.4, 0.6, -0.5]
2019-07-30 [53238336.6, 0.9, -0.7] [37297465.5, 0.4, -0.4] [4187829.4, 0.5, -0.2] [1987522.6, 1.0, -0.9]
2019-07-31 [54167232.4, 1.0, -0.8] [36469610.0, 0.3, -0.2] [4652497.9, 0.5, -0.2] [1828525.8, 1.0, -0.8]
2019-08-01 [59684105.8, 0.5, -0.3] [38752362.1, 0.3, -0.3] [5050212.8, 0.5, -0.2] [2094568.0, 1.1, -1.0]
2019-08-02 [64009624.8, 0.5, -0.3] [41705524.0, 0.3, -0.3] [6882884.3, 0.4, -0.3] [1870322.0, 0.9, -0.8]
2019-08-05 [67124071.2, 0.5, -0.3] [45581521.1, 0.2, -0.3] [8754135.8, 0.2, -0.4] [1839239.7, 1.0, -0.8]
2019-08-06 [76430779.5, 0.4, -0.2] [54059243.5, 0.2, -0.4] [10229241.0, 0.1, -0.4] [1907897.3, 0.8, -0.7]
2019-08-07 [81655435.1, 0.3, -0.2] [55233045.2, 0.1, -0.3] [6537174.3, 0.1, -0.0] [1891306.6, 0.9, -0.7]
2019-08-08 [78324659.8, 0.3, -0.2] [38078700.4, 0.1, -0.2] [8580227.1, -0.3, 0.0] [1788358.6, 1.0, -0.6]
2019-08-09 [81035366.8, 0.4, -0.3] [40366517.4, -0.0, -0.1] [8290706.8, -0.3, 0.0] [1999004.4, 0.9, -0.5]
2019-08-12 [61696650.2, 0.5, -0.2] [28117797.9, 0.2, -0.0] [2583576.6, 0.2, 0.3] [2530912.3, 0.7, -0.5]
2019-08-13 [21247139.9, 1.1, -0.3] [15920044.7, 0.4, 0.0] [7268164.0, -0.1, 0.0] [2144386.2, 0.8, -0.5]
2019-08-14 [45734026.9, 1.1, -0.6] [15953251.7, 0.4, 0.1] [10333448.9, 0.3, -0.8] [3029455.2, 0.8, -0.7]
2019-08-15 [45732942.7, 1.1, -0.6] [18682812.9, 0.4, -0.0] [8623142.9, 0.5, -0.7] [2874837.7, 0.8, -0.6]
2019-08-16 [51111780.9, 0.8, -0.4] [18384821.9, 0.3, -0.0] [4811219.3, 0.6, -0.2] [2988322.3, 0.7, -0.6]
2019-08-19 [51309656.2, 0.8, -0.5] [20174967.7, 0.2, -0.0] [5172293.4, 0.7, -0.3] [3015630.2, 0.7, -0.7]
2019-08-20 [76589103.5, 0.7, -0.8] [26645039.0, 0.2, -0.2] [5026971.4, 0.7, -0.3] [1346237.3, 0.8, -0.3]
2019-08-21 [55446929.0, 0.9, -0.7] [36794541.5, 0.1, -0.6] [6465015.8, 0.7, -0.4] [644683.7, 0.5, 0.1]
2019-08-22 [45287578.6, 1.0, -0.7] [21299301.1, 0.6, -0.5] [8594157.7, 0.5, -0.4] [560083.7, 0.5, 0.1]
2019-08-23 [39200683.9, 1.0, -0.6] [18068178.7, 0.7, -0.5] [6806473.3, 0.6, -0.4] [357788.2, 0.5, 0.2]
2019-08-26 [55945154.9, 1.1, -1.0] [26620358.5, 0.8, -0.9] [3822617.6, 0.4, 0.1] [1538406.4, 0.8, -0.5]
2019-08-27 [60568291.7, 0.3, -0.3] [26445069.7, 0.3, -0.4] [3886503.8, 0.1, 0.3] [1933634.1, 0.0, -0.1]
2019-08-28 [61334390.4, 0.2, -0.2] [24875234.8, 0.3, -0.3] [4991647.1, 0.2, 0.2] [2438900.9, -0.3, 0.0]
2019-08-29 [63608698.7, 0.2, -0.2] [28028719.1, 0.3, -0.6] [7351736.0, 0.1, -0.0] [2644955.3, -0.4, 0.0]
2019-08-30 [64929231.9, 0.1, -0.2] [29703853.1, 0.2, -0.6] [10936238.4, -0.1, -0.3] [2731564.6, -0.3, -0.3]
2019-09-03 [67220677.5, 0.1, -0.2] [27616238.6, 0.2, -0.5] [14559771.6, -0.3, -0.7] [3295173.2, -0.4, -0.4]
2019-09-04 [80274490.8, -0.0, -0.2] [28448584.8, 0.2, -0.4] [12802581.2, -0.1, -0.7] [3305951.3, -0.4, -0.3]
2019-09-05 [106936433.5, -0.3, -0.4] [35663046.7, -0.1, -0.5] [8758901.7, -0.1, -0.2] [4089784.3, -0.6, -0.5]
2019-09-06 [62198191.3, -0.1, 0.0] [22141097.6, 0.0, -0.0] [5542483.9, 0.2, -0.0] [3336301.4, -0.5, -0.4]
2019-09-09 [89348055.6, -0.6, 0.1] [24062610.2, -0.1, 0.0] [4468168.2, 0.3, 0.0] [3221527.6, -0.5, -0.3]
2019-09-10 [99968790.1, -0.6, -0.1] [16537335.2, -0.1, 0.4] [7002910.5, 0.2, -0.2] [3992120.7, -0.6, -0.7]
2019-09-11 [79775372.2, -0.5, 0.1] [16297089.9, -0.1, 0.5] [7615129.3, -0.1, -0.1] [3752169.1, -0.3, -0.7]
2019-09-12 [69633363.8, -0.4, 0.2] [30878564.2, -0.5, 0.3] [6563899.2, -0.4, 0.4] [3525181.2, -0.3, -0.5]
2019-09-13 [49352851.7, -0.3, 0.4] [47102111.6, -0.8, -0.0] [-426743.0, -0.1, 1.3] [3184898.8, -0.3, -0.4]
2019-09-16 [48526248.4, -0.4, 0.4] [20120763.3, -0.2, 0.5] [5891476.6, -0.2, 0.4] [2738751.8, -0.1, -0.3]
2019-09-17 [89352587.5, -0.9, 0.2] [44965469.4, -0.4, -0.3] [12465030.3, -0.4, -0.2] [2663989.0, -0.1, -0.3]
2019-09-18 [100495037.1, -0.8, -0.0] [26643597.4, 0.0, -0.1] [7144378.8, 0.2, -0.0] [2722166.7, -0.2, -0.2]
2019-09-19 [132747816.9, -1.0, -0.5] [24171346.1, 0.2, -0.2] [11881445.0, 0.1, -0.4] [3173679.2, -0.2, -0.4]
2019-09-20 [84998167.6, -0.6, -0.0] [14982676.3, 0.4, -0.1] [12623876.8, 0.1, -0.5] [2775834.7, -0.1, -0.3]
2019-09-23 [185769516.6, -1.7, -0.8] [35409798.9, -0.1, -0.3] [12397550.3, 0.2, -0.6] [2221733.6, -0.2, -0.1]
2019-09-24 [75204353.4, -0.3, -0.0] [37083284.1, -0.2, -0.2] [8799577.9, 0.3, -0.4] [2098110.9, -0.2, -0.1]
2019-09-25 [43245897.3, -0.1, 0.5] [29586970.4, -0.2, 0.1] [8414718.0, 0.5, -0.5] [1706523.8, -0.1, 0.1]
2019-09-26 [46809756.9, -0.1, 0.5] [30859399.0, -0.2, 0.1] [7394721.1, 0.6, -0.5] [1404938.1, -0.1, 0.3]
2019-09-27 [47588939.9, -0.1, 0.4] [26497316.9, -0.2, 0.2] [4193822.4, 0.6, -0.3] [886688.1, 0.0, 0.4]
2019-09-30 [55798326.6, -0.1, 0.3] [31840571.1, -0.3, 0.2] [5434105.2, 0.1, -0.0] [1686267.0, -0.6, 0.5]
2019-10-01 [77160059.2, -0.4, 0.3] [43250236.7, -0.5, 0.0] [7717569.8, -0.3, -0.0] [681235.8, -0.1, 0.5]
2019-10-02 [128748184.9, -0.6, -0.1] [69733129.0, -0.9, -0.4] [8926775.4, -0.5, -0.1] [348.2, 0.2, 0.8]
2019-10-03 [37578302.8, 0.0, 0.4] [43373174.7, -0.5, -0.0] [2955133.0, 1.3, -0.7] [2687974.5, -0.4, -0.4]
2019-10-04 [43182048.9, 0.0, 0.4] [27677742.8, -0.0, 0.1] [12687665.1, 0.5, -1.5] [763857.8, 1.5, -0.8]
2019-10-07 [55836206.7, 0.1, 0.1] [52761496.1, -0.5, -0.4] [6270126.8, 0.3, -0.2] [2404768.8, 1.1, -1.7]
2019-10-08 [29927151.0, 0.4, 0.1] [48446193.0, 0.4, -1.1] [6451920.4, 0.3, -0.2] [1673142.0, 0.9, -0.8]
2019-10-09 [42382178.5, 0.4, -0.1] [31938126.0, 0.7, -0.9] [7878772.3, 0.3, -0.3] [1680802.5, 0.7, -0.6]
2019-10-10 [33230350.1, 0.3, 0.1] [9301375.9, 0.7, -0.1] [8784966.8, 0.2, -0.3] [1655726.2, 0.7, -0.6]
2019-10-11 [24481710.8, 0.4, 0.1] [8600776.8, 0.8, -0.2] [11172612.6, 0.0, -0.4] [1576104.2, 0.7, -0.6]
2019-10-14 [43248787.4, 0.6, -0.4] [14237188.9, 0.7, -0.3] [13733389.4, -0.1, -0.6] [1495576.7, 0.8, -0.6]
2019-10-15 [49486652.6, 0.1, -0.1] [13026346.6, 0.5, -0.1] [6613648.6, 0.2, -0.1] [946382.9, 0.9, -0.5]
2019-10-16 [71319807.3, -0.4, -0.0] [21139554.2, -0.2, 0.2] [8036579.9, -0.1, -0.1] [773247.6, 0.6, -0.2]
2019-10-17 [97917479.6, -0.6, -0.4] [29827869.6, -0.4, -0.1] [7999720.4, -0.1, -0.1] [1097652.7, -0.2, 0.2]
2019-10-18 [76656468.8, -0.4, -0.1] [24068209.7, -0.3, 0.1] [7618356.3, -0.1, -0.0] [1003023.0, -0.2, 0.3]
2019-10-21 [74713537.1, -0.4, 0.0] [26257904.8, -0.4, 0.2] [5900193.2, 0.0, 0.1] [984438.4, 0.1, 0.1]
2019-10-22 [105733165.2, -0.7, -0.3] [30554105.0, -0.4, 0.0] [6936888.3, -0.3, 0.2] [-25259.5, 0.6, 0.5]
2019-10-23 [142822237.3, -0.9, -0.7] [43946731.2, -0.7, -0.2] [9721898.3, -0.4, -0.1] [944797.1, -0.0, 0.3]
2019-10-24 [60128213.7, -0.2, 0.0] [42606110.6, -0.7, -0.2] [8880262.5, -0.2, -0.2] [1237375.1, 0.1, -0.1]
2019-10-25 [112464364.3, -0.6, -0.5] [34593997.0, -0.4, -0.2] [-10301650.7, 1.4, 1.5] [1478377.7, 0.0, -0.2]
2019-10-28 [226212.4, 2.1, -0.9] [34244781.6, -0.3, -0.3] [-2047765.0, 0.4, 1.3] [1389765.0, -0.0, -0.1]
2019-10-29 [184666549.3, 0.9, -3.1] [14774183.5, 1.1, -0.6] [5415106.6, 0.6, -0.1] [1626550.8, 0.0, -0.3]
2019-10-30 [79749156.6, 0.3, -0.4] [24352441.4, 0.5, -0.4] [6324111.2, 0.6, -0.2] [1867768.8, -0.0, -0.4]
2019-10-31 [77999081.9, 0.3, -0.4] [19283536.1, 0.5, -0.2] [8374894.3, 0.4, -0.3] [1564763.2, 0.6, -0.6]
2019-11-01 [79739286.3, 0.3, -0.4] [21540471.2, 0.5, -0.2] [9297231.0, 0.3, -0.2] [1752392.5, 0.4, -0.7]
2019-11-04 [79930051.6, 0.3, -0.4] [23676331.8, 0.4, -0.2] [10696939.1, 0.3, -0.3] [1309636.8, 0.5, -0.3]
2019-11-05 [86534277.8, 0.3, -0.4] [29593890.7, 0.3, -0.3] [10234262.9, 0.3, -0.3] [1325054.3, 0.5, -0.3]
2019-11-06 [71855039.8, 0.3, -0.4] [38161745.7, 0.2, -0.4] [3755355.5, 0.6, -0.1] [1697314.9, 0.3, -0.3]
2019-11-07 [42955799.0, 0.2, -0.1] [48071226.0, 0.1, -0.5] [3070444.0, 0.4, 0.1] [2197011.7, 0.4, -0.6]
2019-11-08 [39798378.7, 0.3, -0.1] [35955521.7, 0.2, -0.3] [3900927.7, 0.3, 0.1] [1948838.5, 0.5, -0.4]
2019-11-11 [47161046.3, 0.1, -0.1] [43775113.4, -0.4, -0.0] [1866272.1, 0.4, 0.3] [2496478.6, 0.3, -0.5]
2019-11-12 [52216328.0, 0.4, -0.4] [73138582.2, -0.7, -0.8] [2141261.4, 0.6, -0.0] [2179473.8, 0.4, -0.5]
2019-11-13 [41227487.0, 0.4, -0.3] [46052875.8, -0.1, -0.5] [5197176.0, -0.4, 0.5] [2174488.8, 0.6, -0.7]
2019-11-14 [62697292.6, 0.2, -0.5] [22771298.4, 0.2, -0.1] [8034069.3, -0.1, -0.2] [1619238.9, 0.6, -0.4]
2019-11-15 [88837406.8, -0.2, -0.7] [24309596.1, 0.1, -0.1] [10587207.2, -0.3, -0.4] [1632282.3, 0.6, -0.4]
2019-11-18 [25399068.0, 0.1, 0.5] [32714467.8, 0.1, -0.3] [10851478.9, -0.3, -0.6] [1057441.9, 0.8, -0.3]
2019-11-19 [12962973.1, 0.1, 0.8] [31422131.9, 0.1, -0.3] [9386899.5, -0.2, -0.5] [781499.4, 0.6, -0.1]
2019-11-20 [43545531.8, 0.0, 0.1] [25788005.7, 0.2, -0.3] [8924288.1, -0.1, -0.4] [1428897.7, 0.2, -0.1]
2019-11-21 [47954989.3, 0.0, 0.1] [21371378.7, 0.5, -0.4] [9945180.7, -0.1, -0.5] [2026050.2, -0.0, -0.3]
2019-11-22 [54804728.6, -0.1, 0.1] [21648226.2, 0.5, -0.4] [9621568.7, -0.1, -0.5] [-2012266.3, 1.4, 1.1]
2019-11-25 [77253226.3, -0.3, -0.1] [24305447.2, 0.3, -0.3] [7874388.6, 0.1, -0.4] [873150.5, 0.1, 0.5]
2019-11-26 [92020462.3, -0.5, -0.2] [29631902.0, 0.1, -0.3] [7536155.7, 0.2, -0.4] [1663673.8, 0.4, -0.3]
2019-11-27 [103003576.9, -0.4, -0.4] [31064767.9, 0.1, -0.3] [6769656.5, 0.2, -0.4] [2019805.1, 0.3, -0.3]
2019-11-29 [70879514.2, 0.0, -0.3] [9699846.0, 0.3, 0.2] [6155304.7, 0.2, -0.2] [1894828.7, 0.1, -0.1]
2019-12-02 [75679546.0, 0.0, -0.4] [5602514.2, 0.1, 0.6] [5008060.8, 0.4, -0.3] [1863340.9, 0.3, -0.3]
2019-12-03 [93402531.5, -0.5, -0.1] [20544085.0, -0.6, 0.6] [6447880.9, 0.3, -0.4] [1412659.1, 0.4, -0.2]
2019-12-04 [106214150.5, -0.4, -0.4] [34746226.4, -0.4, -0.2] [6237712.5, 0.3, -0.4] [1322561.3, 0.4, -0.2]
2019-12-05 [109686039.2, -0.4, -0.5] [21784724.0, -0.2, 0.3] [6332278.8, 0.3, -0.4] [1372840.5, 0.1, -0.2]
2019-12-06 [123470491.4, -0.5, -0.6] [19702752.9, -0.1, 0.2] [7714331.6, 0.2, -0.6] [1631447.5, -0.1, -0.2]
2019-12-09 [119267226.9, -0.4, -0.5] [18411928.0, -0.1, 0.3] [7864531.7, 0.2, -0.7] [1982004.1, -0.1, -0.4]
2019-12-10 [114950623.7, -0.5, -0.5] [16997414.6, -0.0, 0.4] [7778319.3, 0.2, -0.7] [1952581.9, -0.1, -0.6]
2019-12-11 [115403687.6, -0.4, -0.6] [20841230.6, -0.1, 0.3] [8045720.8, 0.1, -0.5] [1693708.1, 0.2, -0.6]
2019-12-12 [74679264.1, -0.1, -0.2] [31618596.1, -0.3, 0.0] [9512120.6, -0.3, -0.4] [1560310.0, 0.2, -0.5]
2019-12-13 [54180460.3, 0.2, -0.2] [20599476.5, -0.0, 0.2] [9729883.7, -0.5, -0.1] [1494506.8, 0.3, -0.5]
2019-12-16 [58900319.2, -0.1, 0.0] [30841069.5, 0.0, -0.2] [5238712.6, -0.2, 0.4] [1250697.2, 0.2, -0.3]
2019-12-17 [53299416.5, -0.1, 0.1] [32269013.9, 0.2, -0.5] [4873151.4, -0.1, 0.4] [1345244.8, -0.0, -0.1]
2019-12-18 [28169250.0, 0.3, 0.2] [14666936.6, 0.6, -0.1] [5244096.7, -0.3, 0.5] [1295107.2, 0.2, -0.2]
2019-12-19 [21568673.4, 0.3, 0.3] [18075973.4, 0.5, -0.1] [5194612.0, -0.2, 0.4] [774875.5, 0.4, 0.0]
2019-12-20 [38755417.1, 0.4, -0.0] [16247911.2, 0.5, -0.1] [6391794.0, -0.3, 0.3] [198108.8, 0.8, 0.2]
2019-12-23 [37540311.1, -0.4, 0.8] [8250102.4, 0.5, 0.4] [12912761.6, -0.6, -0.3] [-488341.3, 1.2, 0.3]
2019-12-24 [62713302.6, -0.5, 0.6] [26611434.6, -0.4, 0.8] [9889339.0, 0.1, -0.4] [634697.9, 0.3, 0.4]
2019-12-26 [157059456.7, -0.6, -0.9] [67172190.4, -0.4, -0.7] [11487200.6, 0.1, -0.8] [1613821.9, 0.9, -0.9]
2019-12-27 [196380611.5, -0.7, -1.3] [39462291.1, 0.1, -0.4] [11964686.6, 0.2, -0.9] [2140032.7, 0.6, -0.9]
2019-12-30 [208033635.7, -0.6, -1.6] [29488248.7, 0.2, -0.2] [10566359.0, 0.3, -0.8] [1195633.3, 0.7, -0.5]
2019-12-31 [122105276.0, 0.0, -0.7] [25293616.5, 0.2, -0.2] [10254987.8, 0.2, -0.7] [918105.4, 0.8, -0.4]
**************************************************************************************************
Printing values of coeff: A,B and C in AR(2) 30-day rolling model
**************************************************************************************************
AMZN_30_2019_Coeff GOOG_30_2019_Coeff AAL_30_2019_Coeff NCLH_30_2019_Coeff
Date
2019-02-14 [65250533.7, 0.6, -0.1] [16399221.3, 0.6, -0.1] [4947627.7, 0.3, 0.1] [895994.4, 0.6, -0.0]
2019-02-15 [67841813.0, 0.6, -0.2] [15739731.4, 0.6, -0.1] [4516432.0, 0.4, 0.1] [830494.1, 0.6, -0.0]
2019-02-19 [66287068.3, 0.6, -0.2] [16707965.4, 0.6, -0.1] [5090099.4, 0.4, 0.1] [890229.0, 0.6, -0.0]
2019-02-20 [71101314.0, 0.6, -0.2] [15723933.4, 0.5, -0.1] [4959527.6, 0.3, 0.1] [881738.0, 0.6, -0.0]
2019-02-21 [65597281.0, 0.6, -0.2] [15019217.2, 0.6, -0.1] [5053876.7, 0.3, 0.1] [895606.4, 0.6, -0.1]
2019-02-22 [65751143.1, 0.6, -0.3] [15245351.8, 0.6, -0.1] [3738899.9, 0.4, 0.1] [938377.2, 0.6, -0.0]
2019-02-25 [59751664.7, 0.6, -0.2] [14460122.2, 0.6, -0.1] [2867811.7, 0.7, -0.0] [926664.9, 0.7, -0.1]
2019-02-26 [56334782.2, 0.7, -0.2] [14998774.0, 0.5, -0.1] [3216284.6, 0.6, 0.1] [913226.9, 0.7, -0.1]
2019-02-27 [51266673.2, 0.7, -0.2] [14784560.6, 0.6, -0.1] [3072939.8, 0.5, 0.1] [933006.4, 0.7, -0.1]
2019-02-28 [49955965.8, 0.7, -0.2] [14585916.5, 0.6, -0.1] [2932565.3, 0.6, 0.1] [914964.3, 0.7, -0.0]
2019-03-01 [45811766.0, 0.7, -0.2] [15360462.9, 0.5, -0.0] [3114323.3, 0.6, 0.1] [936079.9, 0.7, -0.0]
2019-03-04 [48379558.4, 0.7, -0.3] [14337934.8, 0.5, -0.0] [3243741.5, 0.5, 0.1] [940003.1, 0.6, -0.1]
2019-03-05 [49396527.3, 0.8, -0.3] [14350809.0, 0.5, -0.0] [2314037.3, 0.6, 0.1] [972197.0, 0.7, -0.1]
2019-03-06 [49379466.0, 0.7, -0.3] [13917609.1, 0.5, -0.0] [2420594.6, 0.4, 0.2] [1054375.5, 0.6, -0.1]
2019-03-07 [49320641.4, 0.7, -0.2] [13405874.5, 0.6, -0.0] [3023995.1, 0.4, 0.2] [1131292.2, 0.6, -0.1]
2019-03-08 [49561846.7, 0.7, -0.2] [13870889.6, 0.6, -0.0] [4194498.1, 0.2, 0.2] [1199436.6, 0.6, -0.1]
2019-03-11 [49368669.6, 0.7, -0.2] [13640129.6, 0.6, -0.0] [6349612.3, 0.0, 0.1] [959005.0, 0.6, -0.0]
2019-03-12 [49003195.9, 0.7, -0.2] [15019943.4, 0.6, -0.1] [7771363.7, -0.1, 0.0] [951255.6, 0.6, -0.0]
2019-03-13 [47732375.0, 0.7, -0.3] [15179384.0, 0.6, -0.1] [8001231.6, -0.0, -0.1] [1005014.4, 0.6, -0.1]
2019-03-14 [46366026.0, 0.6, -0.2] [15294103.6, 0.6, -0.1] [6165825.6, 0.1, 0.0] [785779.7, 0.8, -0.2]
2019-03-15 [64369040.8, 0.2, 0.0] [15457832.4, 0.6, -0.1] [6777577.2, 0.1, -0.0] [568172.7, 0.7, -0.0]
2019-03-18 [72903019.0, 0.1, 0.0] [16515470.4, 0.5, -0.1] [6275494.2, 0.1, 0.1] [640147.7, 0.7, -0.0]
2019-03-19 [71616201.3, 0.2, -0.1] [19940429.2, 0.1, 0.1] [6257276.5, 0.1, 0.0] [594238.7, 0.7, 0.1]
2019-03-20 [50078671.1, 0.2, 0.2] [23851690.1, 0.0, 0.1] [6302303.9, 0.1, 0.1] [594369.9, 0.7, 0.1]
2019-03-21 [42707210.2, 0.3, 0.2] [31954784.1, -0.0, -0.1] [6473716.6, 0.1, 0.1] [712316.3, 0.7, 0.0]
2019-03-22 [39462949.7, 0.3, 0.2] [30786031.0, -0.0, -0.1] [6764894.4, 0.0, 0.0] [728676.6, 0.6, 0.1]
2019-03-25 [31692151.6, 0.4, 0.3] [28621283.5, -0.1, 0.1] [7484216.0, -0.0, -0.0] [894238.4, 0.4, 0.2]
2019-03-26 [33526869.6, 0.4, 0.2] [27409712.9, -0.0, 0.1] [7375879.8, -0.0, 0.0] [893489.9, 0.4, 0.2]
2019-03-27 [35513989.5, 0.4, 0.2] [26911366.8, -0.0, 0.1] [7223327.5, 0.0, -0.0] [950552.2, 0.3, 0.3]
2019-03-28 [35915645.8, 0.4, 0.2] [28223903.5, -0.1, 0.1] [7443555.0, 0.0, -0.0] [1135788.9, 0.3, 0.3]
2019-03-29 [35049191.1, 0.4, 0.2] [29725711.6, -0.1, 0.0] [5614200.3, 0.2, 0.1] [1105373.2, 0.3, 0.2]
2019-04-01 [34669270.0, 0.5, 0.2] [30656510.2, -0.0, -0.0] [5497835.0, 0.2, 0.0] [1096367.3, 0.3, 0.2]
2019-04-02 [37841359.0, 0.4, 0.1] [30884622.4, -0.1, 0.0] [5495946.2, 0.2, 0.0] [1052109.3, 0.3, 0.3]
2019-04-03 [37291623.8, 0.4, 0.2] [28707668.6, -0.0, 0.0] [5788909.7, 0.2, -0.0] [820632.2, 0.4, 0.3]
2019-04-04 [39635205.0, 0.4, 0.1] [27069481.4, 0.0, 0.0] [5737266.3, 0.3, -0.0] [783874.7, 0.2, 0.4]
2019-04-05 [40539530.1, 0.4, 0.2] [23384759.5, 0.1, 0.1] [5294547.5, 0.3, -0.0] [894364.8, 0.2, 0.3]
2019-04-08 [44129613.6, 0.4, 0.1] [20206668.7, 0.1, 0.1] [5265082.0, 0.4, -0.1] [943970.0, 0.2, 0.3]
2019-04-09 [45710301.3, 0.4, 0.1] [17767581.9, 0.2, 0.2] [4934476.1, 0.4, -0.1] [1174055.2, 0.2, 0.2]
2019-04-10 [48630994.8, 0.4, 0.1] [15196350.8, 0.2, 0.2] [5053702.9, 0.4, -0.1] [1387247.1, 0.1, 0.2]
2019-04-11 [38610434.6, 0.4, 0.1] [12555839.2, 0.2, 0.3] [4925504.3, 0.4, -0.1] [1059451.8, 0.2, 0.3]
2019-04-12 [29770826.2, 0.4, 0.3] [10762337.4, 0.3, 0.3] [4856124.8, 0.4, -0.1] [1037880.4, 0.1, 0.3]
2019-04-15 [25389929.2, 0.5, 0.2] [10688313.2, 0.3, 0.3] [4744309.0, 0.4, -0.1] [1020589.1, 0.2, 0.3]
2019-04-16 [26793695.5, 0.4, 0.3] [11373366.7, 0.3, 0.3] [4849886.1, 0.4, -0.1] [1054089.3, 0.1, 0.3]
2019-04-17 [22764432.9, 0.4, 0.3] [10761104.7, 0.3, 0.3] [4197206.7, 0.4, -0.0] [1209648.9, 0.1, 0.3]
2019-04-18 [20821568.5, 0.4, 0.3] [10944798.6, 0.3, 0.3] [3775833.9, 0.5, -0.0] [1139813.6, 0.1, 0.3]
2019-04-22 [18602754.1, 0.4, 0.3] [10733695.3, 0.3, 0.3] [2901768.0, 0.6, -0.0] [1077292.4, 0.1, 0.3]
2019-04-23 [19931458.4, 0.4, 0.3] [10723659.7, 0.2, 0.3] [2623277.6, 0.5, 0.1] [1435373.1, 0.0, 0.2]
2019-04-24 [24326254.1, 0.4, 0.3] [10734169.9, 0.2, 0.4] [2721927.5, 0.4, 0.1] [1434960.0, 0.1, 0.2]
2019-04-25 [25454361.3, 0.4, 0.3] [9587598.4, 0.2, 0.4] [1678254.0, 0.5, 0.2] [1445892.5, 0.1, 0.2]
2019-04-26 [15501315.1, 0.5, 0.3] [9306144.9, 0.2, 0.4] [2645114.7, 0.6, -0.0] [1328325.5, 0.1, 0.2]
2019-04-29 [9223372.2, 0.9, -0.0] [8763832.6, 0.3, 0.3] [2889367.5, 0.8, -0.2] [1293032.6, 0.1, 0.2]
2019-04-30 [33955216.3, 0.6, 0.0] [9218760.0, 0.3, 0.3] [3333803.4, 0.6, -0.2] [1240280.7, 0.1, 0.2]
2019-05-01 [38195781.2, 0.6, -0.1] [-6318017.4, 1.6, -0.2] [3286308.7, 0.6, -0.1] [1201719.1, 0.1, 0.2]
2019-05-02 [39821334.5, 0.6, -0.1] [16352200.3, 0.5, -0.1] [3172920.9, 0.6, -0.1] [1266758.2, 0.3, 0.1]
2019-05-03 [47299983.7, 0.5, -0.1] [15008815.6, 0.5, -0.1] [3119225.5, 0.6, -0.1] [1408177.3, 0.3, -0.0]
2019-05-06 [52139044.0, 0.5, -0.2] [14923764.7, 0.5, -0.0] [3033061.4, 0.6, -0.1] [1300535.4, 0.3, 0.0]
2019-05-07 [55225742.7, 0.6, -0.3] [14706175.3, 0.5, -0.0] [2905649.4, 0.6, -0.1] [1422531.7, 0.3, -0.1]
2019-05-08 [47980082.3, 0.6, -0.2] [14826020.8, 0.5, -0.0] [3037456.7, 0.6, -0.1] [1433268.0, 0.3, -0.1]
2019-05-09 [49793244.1, 0.5, -0.2] [14914048.1, 0.5, -0.0] [2846541.1, 0.5, -0.0] [1457216.1, 0.3, -0.0]
2019-05-10 [47789410.8, 0.5, -0.1] [14706046.3, 0.5, -0.0] [2823532.0, 0.6, -0.0] [1368287.5, 0.4, -0.1]
2019-05-13 [45857360.0, 0.5, -0.1] [14836522.2, 0.5, -0.0] [2833998.3, 0.5, -0.0] [1353245.9, 0.5, -0.2]
2019-05-14 [45117254.9, 0.6, -0.1] [15768625.3, 0.5, -0.0] [3288765.0, 0.5, -0.1] [1122452.8, 0.4, 0.0]
2019-05-15 [46055897.9, 0.6, -0.1] [16028574.7, 0.5, -0.0] [3874234.6, 0.3, -0.0] [1177988.1, 0.4, 0.0]
2019-05-16 [46663111.0, 0.6, -0.1] [16666904.6, 0.5, -0.0] [3641511.1, 0.4, -0.0] [1441758.2, 0.4, -0.1]
2019-05-17 [47300968.0, 0.6, -0.1] [17221677.7, 0.5, -0.0] [3489551.4, 0.4, 0.0] [1521024.9, 0.4, -0.1]
2019-05-20 [47956445.5, 0.6, -0.1] [17805940.9, 0.5, -0.1] [3433943.5, 0.4, -0.0] [1400302.1, 0.4, -0.1]
2019-05-21 [48956805.6, 0.5, -0.1] [18424146.6, 0.5, -0.1] [3725019.7, 0.3, -0.0] [1395951.5, 0.4, -0.1]
2019-05-22 [51478694.7, 0.5, -0.1] [19037725.0, 0.5, -0.1] [4016612.6, 0.2, 0.0] [1481135.8, 0.4, -0.1]
2019-05-23 [52508141.9, 0.5, -0.1] [19444260.5, 0.5, -0.1] [3995810.8, 0.1, 0.2] [1369957.7, 0.4, -0.1]
2019-05-24 [57521877.0, 0.5, -0.1] [19938193.3, 0.5, -0.1] [2355025.1, 0.5, 0.1] [1325672.7, 0.4, -0.1]
2019-05-28 [55680313.6, 0.4, -0.1] [19711020.2, 0.5, -0.1] [3760701.2, 0.4, -0.1] [1183767.0, 0.4, -0.0]
2019-05-29 [58206292.5, 0.5, -0.1] [20650144.1, 0.5, -0.1] [3245152.8, 0.3, 0.1] [1114354.3, 0.5, -0.0]
2019-05-30 [63072079.8, 0.4, -0.1] [20781292.0, 0.5, -0.1] [3354457.0, 0.3, 0.1] [1119064.4, 0.5, -0.1]
2019-05-31 [65620848.1, 0.4, -0.1] [20416552.2, 0.5, -0.1] [3749709.0, 0.3, 0.1] [981191.1, 0.4, 0.0]
2019-06-03 [71647472.8, 0.3, -0.1] [21651882.5, 0.5, -0.1] [4112886.2, 0.2, 0.1] [829191.0, 0.5, 0.0]
2019-06-04 [83175206.0, 0.4, -0.3] [26575416.0, 0.5, -0.2] [4591532.2, 0.2, 0.0] [899133.6, 0.5, 0.0]
2019-06-05 [91177302.1, 0.3, -0.3] [28963756.6, 0.4, -0.2] [4798577.1, 0.2, 0.1] [1351498.6, 0.6, -0.3]
2019-06-06 [85094272.7, 0.4, -0.3] [28574785.7, 0.4, -0.1] [4374841.9, 0.3, 0.1] [1237383.7, 0.8, -0.4]
2019-06-07 [83576397.1, 0.3, -0.2] [29524289.8, 0.4, -0.2] [4249636.0, 0.2, 0.1] [1348693.6, 0.8, -0.4]
2019-06-10 [74735448.8, 0.4, -0.2] [28213640.1, 0.4, -0.1] [4130413.2, 0.3, 0.0] [1307193.0, 0.8, -0.4]
2019-06-11 [74696319.1, 0.4, -0.2] [24701586.4, 0.3, -0.0] [4043262.1, 0.3, 0.1] [1269249.5, 0.8, -0.3]
2019-06-12 [79728672.2, 0.3, -0.2] [22148183.5, 0.4, -0.1] [3853993.9, 0.3, 0.1] [1168284.7, 0.8, -0.3]
2019-06-13 [80775513.1, 0.4, -0.2] [22421410.8, 0.4, -0.1] [3870484.6, 0.3, 0.1] [1124823.3, 0.9, -0.4]
2019-06-14 [66626861.2, 0.4, -0.2] [22055423.0, 0.4, -0.1] [4976515.0, 0.3, -0.1] [1111251.2, 0.9, -0.4]
2019-06-17 [59008907.1, 0.5, -0.1] [21289246.5, 0.4, -0.1] [5372282.8, 0.2, -0.0] [1115673.5, 0.9, -0.4]
2019-06-18 [56272925.5, 0.5, -0.1] [20239700.4, 0.4, -0.1] [5576053.0, 0.2, -0.1] [1099698.8, 0.9, -0.4]
2019-06-19 [55183413.7, 0.5, -0.1] [20559845.0, 0.4, -0.1] [5542519.5, 0.3, -0.2] [1039853.6, 0.9, -0.4]
2019-06-20 [51512934.0, 0.5, -0.1] [20487374.8, 0.4, -0.1] [5505089.2, 0.3, -0.2] [965377.0, 0.9, -0.4]
2019-06-21 [50738726.8, 0.5, -0.1] [20378344.2, 0.4, -0.1] [6105876.1, 0.3, -0.2] [1104481.0, 0.8, -0.3]
2019-06-24 [53640160.2, 0.5, -0.1] [20508446.8, 0.4, -0.1] [6014135.1, 0.3, -0.2] [1123119.7, 0.9, -0.4]
2019-06-25 [49806557.9, 0.5, -0.1] [20174712.0, 0.4, -0.1] [5918252.8, 0.3, -0.2] [1108615.6, 0.9, -0.4]
2019-06-26 [50576569.5, 0.5, -0.1] [20173720.7, 0.4, -0.1] [6050290.6, 0.3, -0.2] [1103851.2, 0.9, -0.4]
2019-06-27 [46300688.4, 0.5, -0.1] [20260967.2, 0.4, -0.1] [6363083.9, 0.3, -0.2] [1104653.8, 0.9, -0.4]
2019-06-28 [43290660.3, 0.5, -0.1] [19940098.0, 0.4, -0.1] [6488898.6, 0.3, -0.3] [1126981.9, 0.9, -0.4]
2019-07-01 [42892188.7, 0.5, -0.1] [20416850.5, 0.4, -0.0] [5989920.2, 0.3, -0.2] [1287512.1, 0.8, -0.4]
2019-07-02 [42078053.2, 0.5, -0.1] [20645972.3, 0.4, -0.0] [6556169.7, 0.3, -0.3] [1273180.1, 0.8, -0.3]
2019-07-03 [40810829.8, 0.5, -0.1] [21037799.6, 0.4, -0.0] [6282106.4, 0.3, -0.3] [1353108.7, 0.8, -0.4]
2019-07-05 [36183067.1, 0.6, -0.1] [20359122.2, 0.4, -0.0] [6374720.7, 0.3, -0.3] [1350979.6, 0.8, -0.4]
2019-07-08 [36955485.5, 0.6, -0.1] [21021027.8, 0.4, -0.1] [5335377.5, 0.4, -0.2] [1390057.8, 0.8, -0.4]
2019-07-09 [35998711.0, 0.6, -0.1] [20555261.9, 0.4, -0.0] [5800229.5, 0.4, -0.4] [1494290.9, 0.7, -0.4]
2019-07-10 [37181721.1, 0.6, -0.1] [20328279.0, 0.4, -0.0] [5475112.9, 0.5, -0.4] [1483448.3, 0.7, -0.4]
2019-07-11 [38099753.0, 0.6, -0.1] [20543620.9, 0.4, -0.1] [5664040.5, 0.4, -0.4] [1652843.2, 0.7, -0.4]
2019-07-12 [37434939.8, 0.6, -0.2] [19916623.0, 0.4, -0.1] [5551616.1, 0.4, -0.4] [1696825.6, 0.7, -0.4]
2019-07-15 [37149506.6, 0.5, -0.1] [13503612.9, 0.4, 0.1] [5590737.2, 0.5, -0.4] [1733559.6, 0.7, -0.4]
2019-07-16 [33772498.3, 0.6, -0.1] [15406269.6, 0.2, 0.2] [5668831.6, 0.5, -0.4] [1309625.8, 0.7, -0.3]
2019-07-17 [34457161.6, 0.6, -0.1] [14986886.7, 0.2, 0.2] [6047027.1, 0.4, -0.4] [1564814.7, 0.5, -0.2]
2019-07-18 [34670802.1, 0.6, -0.1] [14233050.7, 0.2, 0.2] [6057201.0, 0.4, -0.4] [1736668.1, 0.3, -0.1]
2019-07-19 [39721008.8, 0.6, -0.2] [16764197.2, 0.2, 0.1] [6080151.0, 0.4, -0.4] [1950189.6, 0.4, -0.3]
2019-07-22 [44754464.3, 0.4, -0.2] [17688575.2, 0.2, 0.1] [6036696.7, 0.4, -0.5] [1983504.5, 0.4, -0.3]
2019-07-23 [47627685.5, 0.4, -0.2] [18300011.2, 0.2, 0.1] [5804502.4, 0.4, -0.4] [2147108.0, 0.4, -0.4]
2019-07-24 [44223607.9, 0.4, -0.1] [18276614.7, 0.2, 0.1] [5615697.5, 0.4, -0.4] [2179071.3, 0.4, -0.4]
2019-07-25 [43676686.9, 0.4, -0.1] [19183382.9, 0.2, 0.1] [5232323.2, 0.4, -0.3] [2169081.4, 0.4, -0.3]
2019-07-26 [47688331.4, 0.4, -0.2] [19252213.7, 0.3, -0.0] [4873315.3, 0.7, -0.5] [2315094.2, 0.3, -0.4]
2019-07-29 [46821160.3, 0.5, -0.2] [-6092004.2, 1.2, 0.2] [5294237.2, 0.6, -0.5] [2442247.8, 0.4, -0.4]
2019-07-30 [39806203.2, 0.6, -0.2] [15602032.1, 0.4, 0.1] [4608835.8, 0.5, -0.3] [2323057.4, 0.4, -0.4]
2019-07-31 [44187808.8, 0.6, -0.3] [19162782.4, 0.4, -0.1] [4646072.2, 0.5, -0.3] [2312322.5, 0.4, -0.5]
2019-08-01 [41164801.2, 0.5, -0.2] [19270503.5, 0.4, -0.1] [4380335.7, 0.5, -0.2] [2242530.2, 0.5, -0.5]
2019-08-02 [39299961.3, 0.6, -0.2] [18626110.7, 0.4, -0.1] [4460130.2, 0.5, -0.3] [2237735.2, 0.5, -0.5]
2019-08-05 [33419018.4, 0.7, -0.2] [18772113.9, 0.5, -0.1] [4731468.0, 0.5, -0.3] [2365259.2, 0.5, -0.5]
2019-08-06 [24319749.8, 0.8, -0.2] [18997270.0, 0.5, -0.1] [4563264.4, 0.5, -0.3] [2369398.3, 0.5, -0.5]
2019-08-07 [29006298.8, 0.8, -0.2] [19085565.0, 0.4, -0.1] [4560393.3, 0.5, -0.2] [2373534.9, 0.5, -0.5]
2019-08-08 [29605288.5, 0.8, -0.2] [19424021.8, 0.5, -0.1] [4544626.5, 0.4, -0.2] [2353386.0, 0.5, -0.5]
2019-08-09 [29216347.5, 0.8, -0.2] [18945859.7, 0.5, -0.1] [4591931.8, 0.4, -0.2] [1832921.6, 0.7, -0.5]
2019-08-12 [30536277.7, 0.8, -0.2] [18787844.6, 0.5, -0.1] [4163247.7, 0.4, -0.2] [1614708.4, 0.9, -0.5]
2019-08-13 [32078154.3, 0.8, -0.3] [18645117.9, 0.5, -0.1] [4439143.1, 0.5, -0.2] [1595768.2, 0.9, -0.5]
2019-08-14 [37657859.9, 0.8, -0.3] [19411822.2, 0.5, -0.1] [4565879.3, 0.6, -0.3] [1516193.7, 0.8, -0.4]
2019-08-15 [37628843.6, 0.8, -0.3] [19524577.4, 0.5, -0.1] [4870481.8, 0.5, -0.3] [1604530.1, 0.8, -0.4]
2019-08-16 [42947828.3, 0.8, -0.3] [19713766.8, 0.5, -0.1] [4173492.7, 0.5, -0.1] [1577634.3, 0.8, -0.5]
2019-08-19 [39442370.4, 0.8, -0.3] [19786115.3, 0.5, -0.1] [4295633.4, 0.6, -0.2] [1645352.7, 0.8, -0.5]
2019-08-20 [37997988.4, 0.8, -0.3] [19817290.1, 0.5, -0.1] [3863485.3, 0.6, -0.1] [1599710.2, 0.8, -0.5]
2019-08-21 [32996825.1, 0.8, -0.3] [19357558.3, 0.5, -0.1] [3912512.0, 0.6, -0.2] [1515173.0, 0.9, -0.5]
2019-08-22 [27657206.1, 0.8, -0.2] [19178863.7, 0.5, -0.1] [3926576.0, 0.6, -0.1] [1443994.2, 0.9, -0.4]
2019-08-23 [27115574.2, 0.9, -0.3] [19186757.2, 0.5, -0.1] [4128157.1, 0.6, -0.1] [1425467.9, 0.9, -0.4]
2019-08-26 [38400626.5, 0.9, -0.4] [20298964.6, 0.5, -0.1] [4149961.9, 0.6, -0.1] [1348099.5, 0.9, -0.4]
2019-08-27 [40380959.0, 0.6, -0.2] [20321017.7, 0.5, -0.1] [4341387.9, 0.5, -0.1] [1354866.2, 0.9, -0.5]
2019-08-28 [39100047.6, 0.6, -0.2] [20211596.0, 0.5, -0.1] [4700803.4, 0.5, -0.1] [1453011.8, 0.8, -0.4]
2019-08-29 [38117102.4, 0.7, -0.2] [18828721.6, 0.5, -0.1] [5045808.9, 0.5, -0.1] [1332841.0, 0.7, -0.3]
2019-08-30 [39145913.9, 0.6, -0.2] [18808568.4, 0.5, -0.1] [5901098.3, 0.4, -0.2] [1081477.0, 0.8, -0.2]
2019-09-03 [39120693.3, 0.6, -0.2] [18492325.1, 0.5, -0.1] [6647701.0, 0.4, -0.3] [1260540.0, 0.7, -0.2]
2019-09-04 [41349450.7, 0.6, -0.2] [18285501.3, 0.5, -0.1] [6662082.1, 0.4, -0.3] [1169563.6, 0.7, -0.2]
2019-09-05 [35131386.6, 0.6, -0.1] [16935104.7, 0.5, -0.1] [5215313.3, 0.4, -0.1] [1094321.3, 0.7, -0.2]
2019-09-06 [34988309.7, 0.6, -0.1] [17950799.7, 0.3, 0.0] [4690337.0, 0.5, -0.1] [1144889.9, 0.6, -0.1]
2019-09-09 [32371971.7, 0.5, -0.0] [14764612.0, 0.5, -0.0] [4470720.9, 0.5, -0.1] [1150531.3, 0.6, -0.1]
2019-09-10 [29574689.2, 0.5, 0.0] [11973701.3, 0.4, 0.2] [4835445.8, 0.5, -0.1] [1166055.6, 0.6, -0.1]
2019-09-11 [27538998.8, 0.6, -0.0] [12770110.8, 0.4, 0.1] [4796054.2, 0.4, -0.1] [995535.0, 0.6, -0.0]
2019-09-12 [26101532.8, 0.6, 0.0] [13184875.3, 0.4, 0.1] [4712638.6, 0.3, 0.0] [974226.7, 0.5, 0.1]
2019-09-13 [28362726.8, 0.5, 0.0] [14119266.6, 0.4, 0.1] [5010940.1, 0.2, 0.1] [906839.1, 0.5, 0.1]
2019-09-16 [32322955.3, 0.5, 0.0] [17960629.5, 0.3, -0.0] [4920139.2, 0.3, 0.1] [864998.6, 0.5, 0.1]
2019-09-17 [41461690.5, 0.3, 0.0] [19841866.6, 0.2, -0.0] [6109902.2, 0.3, -0.1] [905153.2, 0.5, 0.1]
2019-09-18 [47232846.6, 0.2, 0.0] [22246712.0, 0.2, -0.1] [5600757.3, 0.4, -0.1] [879534.1, 0.4, 0.1]
2019-09-19 [49844201.2, 0.2, -0.0] [24194844.0, 0.2, -0.2] [7053986.0, 0.4, -0.3] [1082918.5, 0.3, 0.2]
2019-09-20 [44185217.8, 0.2, 0.1] [22281306.2, 0.2, -0.2] [7652148.5, 0.4, -0.3] [1333705.3, 0.2, 0.1]
2019-09-23 [55956243.0, 0.1, 0.0] [26497000.2, 0.1, -0.1] [7372921.4, 0.4, -0.3] [1365445.5, 0.2, 0.1]
2019-09-24 [55325272.6, 0.1, 0.0] [27862422.4, -0.0, -0.1] [6135629.0, 0.4, -0.1] [1662565.1, 0.1, -0.0]
2019-09-25 [50684665.0, -0.0, 0.2] [23691922.6, -0.1, 0.1] [5997625.4, 0.4, -0.1] [2110214.7, -0.1, -0.1]
2019-09-26 [53443387.8, -0.1, 0.2] [23433995.6, -0.0, 0.1] [6416001.5, 0.3, -0.2] [2356671.6, -0.2, -0.1]
2019-09-27 [50013675.9, -0.0, 0.2] [22302330.4, -0.0, 0.1] [6165469.8, 0.3, -0.2] [2536680.7, -0.2, -0.2]
2019-09-30 [47487801.0, -0.0, 0.2] [22006318.6, 0.0, 0.1] [6117627.3, 0.4, -0.2] [2446663.1, -0.2, -0.2]
2019-10-01 [50561681.0, -0.0, 0.2] [21824418.9, 0.0, 0.1] [5769246.7, 0.4, -0.2] [2287643.5, -0.1, -0.2]
2019-10-02 [55655269.1, -0.1, 0.2] [24032600.8, -0.1, 0.1] [5705095.5, 0.4, -0.2] [2069339.0, -0.1, -0.1]
2019-10-03 [58860135.6, -0.1, 0.2] [27327781.7, -0.1, 0.1] [6567890.9, 0.4, -0.3] [2183804.7, -0.1, -0.1]
2019-10-04 [44681023.5, -0.0, 0.3] [21746177.3, -0.0, 0.2] [6587023.4, 0.3, -0.2] [2101898.2, -0.0, -0.2]
2019-10-07 [47670663.5, -0.1, 0.3] [23048620.1, -0.1, 0.2] [6584632.8, 0.3, -0.2] [1717498.2, 0.2, -0.1]
2019-10-08 [39772686.9, -0.1, 0.4] [22863380.8, -0.0, 0.2] [6547232.8, 0.3, -0.2] [2004352.7, 0.2, -0.3]
2019-10-09 [38188774.3, -0.0, 0.4] [23012238.2, -0.0, 0.2] [6686330.5, 0.3, -0.2] [1976486.0, 0.2, -0.4]
2019-10-10 [34483744.6, -0.0, 0.4] [21535366.0, -0.0, 0.2] [6668704.4, 0.3, -0.2] [1865434.5, 0.2, -0.3]
2019-10-11 [32273805.5, -0.0, 0.5] [18729088.0, 0.0, 0.2] [6656512.4, 0.3, -0.2] [1565569.0, 0.3, -0.2]
2019-10-14 [36026118.4, -0.0, 0.4] [18588513.1, 0.0, 0.2] [6661434.2, 0.3, -0.2] [1454195.7, 0.4, -0.3]
2019-10-15 [34065086.5, -0.0, 0.4] [17159120.4, 0.0, 0.3] [6721969.0, 0.3, -0.2] [1229384.1, 0.4, -0.2]
2019-10-16 [34092120.3, -0.0, 0.4] [17655240.8, 0.0, 0.3] [6944359.6, 0.3, -0.2] [1168036.5, 0.5, -0.2]
2019-10-17 [35325204.2, -0.0, 0.4] [17620637.2, 0.0, 0.3] [6828312.9, 0.3, -0.2] [1039106.9, 0.5, -0.2]
2019-10-18 [35166663.8, -0.0, 0.4] [16915447.7, 0.1, 0.2] [6640493.3, 0.3, -0.2] [1047298.1, 0.5, -0.2]
2019-10-21 [36543018.5, -0.0, 0.4] [17662752.4, 0.1, 0.2] [6581930.8, 0.3, -0.2] [1041387.3, 0.4, -0.1]
2019-10-22 [37243047.7, -0.0, 0.4] [17261536.2, 0.0, 0.3] [6453094.5, 0.3, -0.2] [925474.8, 0.6, -0.2]
2019-10-23 [35174819.7, 0.0, 0.4] [16701966.5, 0.1, 0.3] [6399253.3, 0.4, -0.3] [994068.8, 0.5, -0.2]
2019-10-24 [34470039.4, 0.0, 0.4] [15821069.2, 0.1, 0.3] [6447322.3, 0.4, -0.3] [985568.8, 0.6, -0.2]
2019-10-25 [41644040.1, -0.0, 0.3] [14131222.4, 0.1, 0.3] [5675201.6, 0.5, -0.2] [982578.7, 0.6, -0.2]
2019-10-28 [34295804.9, 0.5, -0.0] [15004498.2, 0.1, 0.3] [5467746.6, 0.5, -0.2] [891824.9, 0.6, -0.2]
2019-10-29 [54970022.9, 0.2, -0.1] [18291639.2, 0.1, 0.2] [4310529.7, 0.5, -0.1] [912476.2, 0.6, -0.2]
2019-10-30 [61239079.9, 0.2, -0.2] [15923767.2, 0.2, 0.2] [4492856.8, 0.5, -0.1] [974022.4, 0.6, -0.3]
2019-10-31 [54997417.5, 0.3, -0.1] [15483115.8, 0.3, 0.1] [4448859.2, 0.5, -0.0] [1011683.9, 0.7, -0.4]
2019-11-01 [54176232.4, 0.3, -0.2] [13974348.8, 0.4, 0.1] [4671587.4, 0.5, -0.1] [1119031.6, 0.6, -0.3]
2019-11-04 [55355536.4, 0.3, -0.2] [14601090.3, 0.5, -0.0] [4797724.7, 0.5, -0.1] [1075226.4, 0.6, -0.3]
2019-11-05 [54907089.6, 0.4, -0.2] [14523069.8, 0.5, -0.0] [4868394.3, 0.5, -0.1] [1081142.5, 0.6, -0.3]
2019-11-06 [54129986.3, 0.4, -0.3] [14944633.8, 0.5, -0.0] [5069449.8, 0.5, -0.1] [1147820.6, 0.6, -0.3]
2019-11-07 [52979198.6, 0.4, -0.3] [14928695.2, 0.5, -0.0] [4911218.6, 0.5, -0.1] [1149069.8, 0.6, -0.4]
2019-11-08 [52137634.1, 0.4, -0.3] [16053759.2, 0.4, -0.0] [5187461.0, 0.5, -0.1] [981071.9, 0.7, -0.3]
2019-11-11 [50423435.3, 0.4, -0.2] [16671280.2, 0.4, 0.0] [5065989.5, 0.4, -0.1] [1075890.6, 0.7, -0.3]
2019-11-12 [49071129.7, 0.4, -0.2] [17156128.0, 0.4, -0.1] [3858765.4, 0.5, -0.0] [1041049.9, 0.7, -0.3]
2019-11-13 [47630288.8, 0.4, -0.2] [17114224.7, 0.4, -0.0] [4121758.2, 0.5, -0.0] [1026715.1, 0.6, -0.2]
2019-11-14 [48119092.4, 0.4, -0.2] [15674306.0, 0.4, -0.0] [3834566.5, 0.5, 0.0] [1011759.8, 0.6, -0.2]
2019-11-15 [47342332.5, 0.4, -0.2] [15834062.6, 0.4, 0.0] [3819202.8, 0.5, 0.0] [901079.6, 0.6, -0.2]
2019-11-18 [48884925.7, 0.4, -0.2] [17505552.9, 0.4, -0.0] [3404877.4, 0.5, 0.0] [912880.4, 0.6, -0.2]
2019-11-19 [49991367.2, 0.4, -0.2] [18743617.4, 0.4, -0.1] [3334789.4, 0.5, 0.0] [910939.0, 0.6, -0.2]
2019-11-20 [50168494.7, 0.4, -0.2] [20122317.1, 0.3, -0.1] [3295292.7, 0.5, 0.0] [963459.8, 0.6, -0.2]
2019-11-21 [49830674.9, 0.4, -0.2] [19800993.4, 0.3, -0.1] [3625488.3, 0.5, -0.0] [1005938.1, 0.6, -0.2]
2019-11-22 [50220648.7, 0.4, -0.2] [21008637.7, 0.3, -0.1] [3756718.1, 0.5, 0.0] [1014677.0, 0.6, -0.2]
2019-11-25 [49073937.1, 0.4, -0.2] [20758745.4, 0.3, -0.1] [3518188.9, 0.5, -0.0] [1158760.0, 0.5, -0.2]
2019-11-26 [50510311.9, 0.4, -0.2] [20873700.9, 0.4, -0.1] [3546083.0, 0.6, -0.0] [1305698.6, 0.5, -0.3]
2019-11-27 [50585612.3, 0.4, -0.2] [21054453.9, 0.3, -0.1] [3512803.4, 0.6, -0.0] [1377728.9, 0.5, -0.3]
2019-11-29 [50068876.6, 0.4, -0.2] [19617061.3, 0.4, -0.1] [3262006.7, 0.6, -0.0] [1366510.2, 0.4, -0.2]
2019-12-02 [50247684.0, 0.4, -0.3] [18195753.2, 0.4, -0.1] [2962816.8, 0.6, -0.0] [1284489.3, 0.5, -0.2]
2019-12-03 [52609911.6, 0.4, -0.2] [20885723.8, 0.3, -0.1] [3254946.6, 0.6, -0.0] [1291622.9, 0.5, -0.3]
2019-12-04 [53976470.4, 0.3, -0.2] [21013677.6, 0.3, -0.1] [3301790.7, 0.6, -0.1] [1307091.8, 0.5, -0.3]
2019-12-05 [50804198.7, 0.4, -0.2] [22039099.5, 0.3, -0.1] [3237086.3, 0.5, -0.1] [1286821.9, 0.5, -0.2]
2019-12-06 [49578081.0, 0.2, -0.1] [22281306.8, 0.2, -0.1] [3760936.0, 0.4, 0.0] [1379273.2, 0.5, -0.3]
2019-12-09 [52720455.7, 0.1, -0.1] [18472978.6, 0.3, 0.0] [4492349.2, 0.3, -0.0] [1394493.0, 0.5, -0.3]
2019-12-10 [50300864.0, 0.1, -0.0] [20909505.3, 0.1, 0.1] [4237865.3, 0.3, -0.0] [1248242.3, 0.5, -0.2]
2019-12-11 [49794270.9, 0.1, 0.0] [20608481.5, 0.1, 0.1] [5368638.6, 0.3, -0.2] [1081312.2, 0.5, -0.2]
2019-12-12 [47308060.9, 0.1, 0.0] [20772224.5, 0.1, 0.0] [5830985.3, 0.2, -0.2] [1002389.4, 0.6, -0.2]
2019-12-13 [49572507.6, 0.1, 0.0] [22284295.1, 0.1, -0.0] [6950100.3, 0.0, -0.2] [981241.1, 0.6, -0.2]
2019-12-16 [49676511.0, 0.1, 0.0] [24715307.8, 0.1, -0.1] [7186131.5, 0.0, -0.2] [950040.3, 0.6, -0.2]
2019-12-17 [48558992.5, 0.1, 0.0] [24663567.4, 0.1, -0.1] [6706976.6, 0.0, -0.1] [869621.1, 0.6, -0.1]
2019-12-18 [50274485.3, 0.0, 0.1] [22062435.5, 0.1, 0.0] [6817141.0, -0.0, -0.1] [872115.2, 0.5, -0.1]
2019-12-19 [47456298.3, 0.1, 0.1] [20052917.8, 0.2, 0.0] [6803472.1, 0.0, -0.2] [1085902.8, 0.4, -0.1]
2019-12-20 [53503127.6, 0.1, -0.0] [18125597.7, 0.3, 0.0] [6831886.4, -0.0, -0.1] [1097626.5, 0.4, -0.1]
2019-12-23 [55774612.2, -0.1, 0.1] [9069814.6, 0.4, 0.3] [7432964.2, 0.0, -0.2] [891293.3, 0.5, -0.1]
2019-12-24 [71010907.1, -0.3, 0.1] [17946681.5, -0.1, 0.4] [6207203.7, 0.2, -0.3] [942714.9, 0.5, -0.1]
2019-12-26 [91998767.8, -0.2, -0.4] [30129585.2, 0.1, -0.2] [7325768.3, 0.2, -0.4] [1153282.5, 0.5, -0.3]
2019-12-27 [127478901.0, -0.5, -0.6] [26605730.3, 0.1, -0.2] [7243260.3, 0.2, -0.4] [1163023.0, 0.5, -0.3]
2019-12-30 [123707853.2, -0.2, -0.9] [23588539.7, 0.2, -0.1] [7577298.1, 0.2, -0.4] [1029610.9, 0.5, -0.2]
2019-12-31 [81497505.7, 0.2, -0.5] [22886665.3, 0.2, -0.1] [7805580.1, 0.1, -0.4] [947336.2, 0.6, -0.2]
**************************************************************************************************
Printing values of coeff: A,B and C in AR(2) 60-day rolling model
**************************************************************************************************
AMZN_60_2019_Coeff GOOG_60_2019_Coeff AAL_60_2019_Coeff NCLH_60_2019_Coeff
Date
2019-03-29 [40166300.5, 0.6, 0.0] [18260859.8, 0.4, 0.0] [4580095.3, 0.3, 0.1] [913128.8, 0.5, 0.1]
2019-04-01 [43038932.5, 0.6, -0.0] [18367404.7, 0.3, 0.0] [4509145.0, 0.3, 0.1] [928976.1, 0.5, 0.1]
2019-04-02 [44445166.5, 0.6, -0.0] [18532218.7, 0.3, 0.0] [4403985.4, 0.3, 0.1] [916971.0, 0.5, 0.1]
2019-04-03 [48247849.6, 0.6, -0.1] [18107059.4, 0.3, 0.0] [4495902.0, 0.3, 0.1] [892430.8, 0.5, 0.1]
2019-04-04 [46839594.8, 0.6, -0.1] [17305677.1, 0.4, 0.0] [4534524.2, 0.3, 0.1] [863448.9, 0.5, 0.1]
2019-04-05 [47852131.6, 0.6, -0.1] [16617557.9, 0.4, 0.1] [4041888.2, 0.4, 0.1] [847264.7, 0.5, 0.1]
2019-04-08 [46370941.7, 0.6, -0.1] [15940502.4, 0.4, 0.1] [3368443.7, 0.6, -0.0] [851937.5, 0.5, 0.1]
2019-04-09 [46285859.4, 0.6, -0.1] [15335880.0, 0.4, 0.1] [3220148.8, 0.5, 0.0] [893962.8, 0.5, 0.1]
2019-04-10 [45759658.0, 0.6, -0.1] [14667387.7, 0.4, 0.1] [3258383.1, 0.5, 0.0] [881813.9, 0.5, 0.1]
2019-04-11 [45122156.1, 0.6, -0.1] [13878268.8, 0.4, 0.1] [3172543.4, 0.5, 0.1] [854980.9, 0.5, 0.1]
2019-04-12 [42669980.7, 0.6, -0.1] [13184433.5, 0.4, 0.1] [3182178.7, 0.6, 0.0] [880048.0, 0.5, 0.1]
2019-04-15 [42324486.8, 0.6, -0.1] [12563421.6, 0.4, 0.1] [3119744.8, 0.5, 0.1] [871167.7, 0.5, 0.1]
2019-04-16 [42203502.1, 0.6, -0.1] [12714957.6, 0.4, 0.1] [2654542.1, 0.6, 0.1] [887788.3, 0.5, 0.1]
2019-04-17 [40692512.2, 0.6, -0.1] [11866319.2, 0.4, 0.1] [2661631.8, 0.5, 0.2] [894642.8, 0.5, 0.1]
2019-04-18 [39477001.1, 0.6, -0.1] [11917079.8, 0.4, 0.1] [3099533.8, 0.4, 0.1] [951068.4, 0.5, 0.1]
2019-04-22 [38202934.2, 0.7, -0.1] [12193567.4, 0.4, 0.1] [3715855.2, 0.4, 0.1] [985616.2, 0.5, 0.1]
2019-04-23 [38084715.0, 0.7, -0.1] [11877204.1, 0.4, 0.1] [4610282.3, 0.3, 0.1] [874399.7, 0.5, 0.1]
2019-04-24 [39048458.7, 0.7, -0.1] [12302326.0, 0.4, 0.1] [3933099.4, 0.3, 0.1] [862439.3, 0.5, 0.1]
2019-04-25 [38333142.2, 0.6, -0.1] [11963157.6, 0.4, 0.1] [3479941.8, 0.3, 0.1] [994588.0, 0.4, 0.1]
2019-04-26 [40629796.0, 0.6, -0.0] [11650466.7, 0.4, 0.1] [3659262.6, 0.3, 0.1] [970610.3, 0.4, 0.1]
2019-04-29 [51677088.6, 0.4, 0.0] [11688716.2, 0.4, 0.1] [3985818.9, 0.3, 0.1] [755450.3, 0.4, 0.2]
2019-04-30 [42089190.6, 0.4, 0.1] [12676988.2, 0.4, 0.1] [4059884.8, 0.3, 0.1] [718603.7, 0.4, 0.2]
2019-05-01 [41367404.7, 0.4, 0.1] [10654413.3, 0.7, -0.1] [4031365.4, 0.3, 0.1] [764894.3, 0.4, 0.2]
2019-05-02 [40573187.4, 0.4, 0.1] [15734677.2, 0.4, 0.0] [3898578.6, 0.3, 0.1] [825917.9, 0.5, 0.1]
2019-05-03 [40858447.7, 0.4, 0.1] [16351353.1, 0.4, -0.0] [3876634.5, 0.3, 0.1] [886738.4, 0.4, 0.2]
2019-05-06 [43316217.9, 0.4, 0.0] [15848621.4, 0.4, 0.0] [3869071.6, 0.3, 0.1] [908012.7, 0.4, 0.2]
2019-05-07 [41684888.7, 0.5, 0.0] [15918012.1, 0.4, 0.0] [3799666.0, 0.3, 0.1] [963730.2, 0.4, 0.2]
2019-05-08 [39906386.8, 0.5, 0.0] [15660375.6, 0.4, 0.0] [3842953.8, 0.3, 0.1] [961885.9, 0.4, 0.2]
2019-05-09 [41801320.6, 0.5, 0.0] [15827734.8, 0.4, 0.0] [3742753.5, 0.3, 0.1] [1027314.3, 0.4, 0.1]
2019-05-10 [41093025.2, 0.5, 0.0] [15907597.9, 0.4, 0.0] [3727473.2, 0.3, 0.1] [1093144.0, 0.4, 0.1]
2019-05-13 [40761095.8, 0.5, 0.0] [15705454.9, 0.4, 0.0] [3150505.3, 0.4, 0.1] [1079061.3, 0.4, 0.1]
2019-05-14 [40153819.6, 0.5, 0.0] [16213891.9, 0.4, 0.0] [3210914.3, 0.5, 0.1] [1009393.1, 0.4, 0.2]
2019-05-15 [41248153.7, 0.5, 0.0] [16353546.1, 0.4, -0.0] [3182062.4, 0.4, 0.1] [997496.8, 0.4, 0.2]
2019-05-16 [41587092.4, 0.5, 0.0] [16177773.8, 0.4, 0.0] [3147435.0, 0.5, 0.1] [1036953.6, 0.4, 0.1]
2019-05-17 [42728873.4, 0.5, 0.0] [16531622.8, 0.4, 0.0] [3103853.4, 0.5, 0.1] [1084793.7, 0.4, 0.1]
2019-05-20 [43626817.5, 0.5, 0.0] [16504365.9, 0.4, -0.0] [2781996.5, 0.5, 0.1] [1159686.3, 0.3, 0.1]
2019-05-21 [45785818.6, 0.5, 0.0] [16490006.9, 0.4, -0.0] [2909415.8, 0.5, 0.0] [1180534.6, 0.3, 0.1]
2019-05-22 [46694713.7, 0.5, 0.0] [16533435.2, 0.4, -0.0] [2734914.6, 0.5, 0.1] [1287038.9, 0.3, 0.1]
2019-05-23 [47215255.9, 0.5, 0.0] [16087135.1, 0.5, -0.0] [2819460.6, 0.4, 0.1] [1330552.5, 0.3, 0.1]
2019-05-24 [45766013.4, 0.5, 0.0] [16106630.7, 0.5, -0.0] [2723081.3, 0.5, 0.1] [1217532.7, 0.3, 0.1]
2019-05-28 [43019679.8, 0.4, 0.1] [15917641.1, 0.5, -0.0] [3188943.0, 0.5, 0.0] [1150633.2, 0.3, 0.1]
2019-05-29 [40480441.8, 0.5, 0.1] [15966504.0, 0.5, -0.0] [3087409.3, 0.4, 0.1] [1076959.5, 0.3, 0.1]
2019-05-30 [41352556.0, 0.5, 0.1] [16164903.0, 0.5, -0.0] [3087476.4, 0.4, 0.1] [1105119.7, 0.3, 0.1]
2019-05-31 [39233934.6, 0.5, 0.1] [16046024.2, 0.5, -0.0] [3115019.3, 0.4, 0.1] [1059518.8, 0.3, 0.1]
2019-06-03 [40187453.3, 0.4, 0.1] [16295251.6, 0.4, -0.0] [3206983.7, 0.4, 0.1] [993161.1, 0.3, 0.1]
2019-06-04 [44464033.9, 0.5, 0.0] [18284315.4, 0.5, -0.1] [3189839.1, 0.4, 0.1] [1040361.1, 0.3, 0.1]
2019-06-05 [47129829.4, 0.4, 0.0] [18691793.7, 0.4, -0.0] [3249632.1, 0.4, 0.1] [1329061.2, 0.4, -0.0]
2019-06-06 [50475938.5, 0.4, -0.0] [18292005.7, 0.4, -0.0] [3519904.0, 0.3, 0.1] [1051501.8, 0.6, -0.1]
2019-06-07 [52093016.7, 0.4, -0.0] [18394657.8, 0.4, -0.0] [3404559.3, 0.4, 0.1] [1141075.5, 0.6, -0.2]
2019-06-10 [46280080.0, 0.5, -0.0] [17795332.6, 0.4, -0.0] [3673410.6, 0.4, 0.0] [1113258.6, 0.6, -0.2]
2019-06-11 [46338304.1, 0.5, -0.0] [17838315.9, 0.5, -0.0] [3618285.4, 0.4, 0.0] [1132017.4, 0.6, -0.2]
2019-06-12 [49798858.5, 0.5, -0.1] [17812888.1, 0.5, -0.0] [3492594.0, 0.4, 0.0] [1127088.8, 0.6, -0.2]
2019-06-13 [51123651.3, 0.5, -0.1] [17302739.3, 0.5, -0.0] [3508234.7, 0.4, 0.0] [1086111.6, 0.6, -0.2]
2019-06-14 [51387791.1, 0.5, -0.1] [17192785.6, 0.5, -0.0] [3977464.2, 0.4, -0.1] [1086995.4, 0.7, -0.2]
2019-06-17 [52152083.2, 0.5, -0.1] [16967427.3, 0.5, -0.1] [4049909.8, 0.4, -0.0] [1058498.1, 0.7, -0.2]
2019-06-18 [49931921.6, 0.5, -0.1] [16735062.7, 0.5, -0.1] [4238473.1, 0.4, -0.1] [1061576.9, 0.7, -0.2]
2019-06-19 [51416978.6, 0.5, -0.1] [16732157.9, 0.5, -0.1] [4162040.1, 0.4, -0.1] [1063823.4, 0.7, -0.3]
2019-06-20 [49449135.9, 0.5, -0.1] [16703574.2, 0.5, -0.1] [4122508.9, 0.4, -0.1] [1036721.8, 0.8, -0.3]
2019-06-21 [48879981.6, 0.5, -0.1] [16730768.5, 0.5, -0.0] [4314758.5, 0.4, -0.1] [1113980.6, 0.7, -0.2]
2019-06-24 [49305351.3, 0.5, -0.1] [16997330.9, 0.5, -0.0] [4312077.7, 0.4, -0.1] [1104288.2, 0.7, -0.3]
2019-06-25 [46839520.1, 0.5, -0.1] [17023102.7, 0.5, -0.0] [4204178.9, 0.4, -0.1] [1096879.0, 0.7, -0.3]
2019-06-26 [47189737.3, 0.5, -0.1] [17366531.5, 0.5, -0.0] [4297259.8, 0.4, -0.1] [1113806.9, 0.7, -0.3]
2019-06-27 [44564697.9, 0.5, -0.1] [17616139.4, 0.5, -0.0] [4554286.1, 0.4, -0.1] [1141161.9, 0.7, -0.3]
2019-06-28 [42798446.7, 0.5, -0.1] [17801401.8, 0.5, -0.1] [4399660.5, 0.4, -0.1] [1156031.1, 0.7, -0.3]
2019-07-01 [42720543.1, 0.5, -0.1] [18316305.7, 0.5, -0.0] [4341416.5, 0.4, -0.1] [1253266.5, 0.7, -0.3]
2019-07-02 [42001381.4, 0.5, -0.1] [18592405.7, 0.5, -0.0] [4527414.3, 0.4, -0.1] [1257443.1, 0.7, -0.2]
2019-07-03 [40869917.5, 0.5, -0.1] [18804065.9, 0.5, -0.1] [4530248.4, 0.3, -0.1] [1285093.1, 0.7, -0.3]
2019-07-05 [39133522.6, 0.6, -0.1] [18999261.9, 0.5, -0.1] [4585515.9, 0.4, -0.1] [1300950.8, 0.7, -0.3]
2019-07-08 [39589245.5, 0.6, -0.0] [19571749.1, 0.4, -0.1] [4416720.7, 0.4, -0.1] [1271890.8, 0.7, -0.3]
2019-07-09 [38911824.3, 0.6, -0.0] [19712203.0, 0.4, -0.1] [4406813.4, 0.4, -0.1] [1306929.4, 0.7, -0.3]
2019-07-10 [40034608.1, 0.5, -0.0] [19810175.6, 0.4, -0.1] [4337725.8, 0.4, -0.1] [1298184.2, 0.7, -0.3]
2019-07-11 [41261547.8, 0.6, -0.1] [20137298.5, 0.4, -0.1] [4488128.7, 0.4, -0.2] [1312277.7, 0.7, -0.3]
2019-07-12 [41899068.3, 0.6, -0.1] [20042680.5, 0.4, -0.1] [4544103.2, 0.4, -0.1] [1290599.0, 0.7, -0.3]
2019-07-15 [43201585.9, 0.5, -0.1] [19752508.7, 0.4, -0.1] [4744740.3, 0.4, -0.2] [1293992.2, 0.7, -0.3]
2019-07-16 [43097660.3, 0.6, -0.1] [19858221.2, 0.4, -0.1] [4859978.9, 0.4, -0.2] [1284548.3, 0.7, -0.3]
2019-07-17 [40471174.1, 0.6, -0.1] [19706192.8, 0.5, -0.1] [5196514.7, 0.3, -0.2] [1329262.4, 0.7, -0.3]
2019-07-18 [39672832.0, 0.6, -0.1] [19874456.0, 0.5, -0.1] [5346894.3, 0.3, -0.2] [1337748.4, 0.7, -0.3]
2019-07-19 [39543121.2, 0.6, -0.1] [19960503.0, 0.5, -0.1] [5271724.2, 0.3, -0.2] [1352334.0, 0.7, -0.3]
2019-07-22 [40340673.9, 0.5, -0.0] [20221957.2, 0.4, -0.1] [5019628.6, 0.3, -0.2] [1370740.4, 0.7, -0.3]
2019-07-23 [33476484.8, 0.6, -0.0] [19288257.3, 0.5, -0.1] [4733877.0, 0.4, -0.2] [1453703.5, 0.7, -0.3]
2019-07-24 [32195869.6, 0.6, -0.0] [18844752.3, 0.3, 0.0] [4679731.5, 0.4, -0.2] [1437907.8, 0.7, -0.3]
2019-07-25 [31662251.7, 0.6, -0.0] [17090187.8, 0.4, -0.0] [4842023.4, 0.4, -0.2] [1381900.2, 0.7, -0.3]
2019-07-26 [32698555.1, 0.6, -0.0] [17662874.9, 0.4, -0.0] [4948884.4, 0.4, -0.2] [1368162.2, 0.7, -0.3]
2019-07-29 [31848632.3, 0.6, -0.0] [16711481.4, 0.6, -0.1] [5104637.0, 0.4, -0.2] [1377605.4, 0.7, -0.4]
2019-07-30 [31960144.5, 0.6, -0.0] [19059332.3, 0.4, -0.1] [4952640.0, 0.4, -0.2] [1358629.2, 0.7, -0.4]
2019-07-31 [34903783.2, 0.6, -0.1] [19504937.9, 0.4, -0.1] [4883877.8, 0.4, -0.2] [1360409.8, 0.7, -0.4]
2019-08-01 [34086084.6, 0.6, -0.0] [19562332.2, 0.4, -0.1] [4982359.8, 0.4, -0.2] [1398695.7, 0.8, -0.4]
2019-08-02 [35763831.9, 0.6, -0.1] [19705036.5, 0.4, -0.1] [5052694.6, 0.4, -0.2] [1390343.5, 0.7, -0.4]
2019-08-05 [36117333.8, 0.6, -0.1] [19780811.7, 0.4, -0.1] [5130238.8, 0.4, -0.2] [1386690.8, 0.7, -0.4]
2019-08-06 [36283050.6, 0.6, -0.1] [19685376.3, 0.4, -0.1] [5020191.7, 0.4, -0.2] [1407165.5, 0.7, -0.4]
2019-08-07 [35844266.9, 0.6, -0.1] [19765491.5, 0.4, -0.1] [5092623.2, 0.4, -0.2] [1415972.4, 0.7, -0.4]
2019-08-08 [36321393.5, 0.6, -0.1] [19830300.3, 0.4, -0.1] [5090494.2, 0.4, -0.2] [1398815.6, 0.8, -0.4]
2019-08-09 [36996205.8, 0.6, -0.1] [19725353.7, 0.4, -0.1] [5131576.0, 0.4, -0.2] [1366737.6, 0.8, -0.4]
2019-08-12 [37477928.8, 0.6, -0.1] [19475083.2, 0.4, -0.1] [5173677.5, 0.4, -0.2] [1360400.3, 0.8, -0.4]
2019-08-13 [36922323.1, 0.6, -0.1] [19259947.8, 0.4, -0.1] [5242710.9, 0.4, -0.2] [1383387.7, 0.8, -0.4]
2019-08-14 [37914083.4, 0.6, -0.1] [19438099.5, 0.4, -0.1] [5439265.3, 0.4, -0.3] [1361554.6, 0.8, -0.4]
2019-08-15 [38548133.1, 0.6, -0.1] [19870026.4, 0.4, -0.1] [5226704.9, 0.5, -0.3] [1410887.9, 0.8, -0.4]
2019-08-16 [38170026.4, 0.6, -0.1] [19803853.3, 0.4, -0.1] [4794715.1, 0.5, -0.2] [1430268.1, 0.8, -0.4]
2019-08-19 [38676690.1, 0.6, -0.2] [20082555.2, 0.4, -0.1] [4440621.8, 0.5, -0.2] [1490933.7, 0.8, -0.4]
2019-08-20 [38403334.3, 0.6, -0.2] [19927803.4, 0.4, -0.1] [4435040.0, 0.5, -0.2] [1523774.3, 0.8, -0.4]
2019-08-21 [36182757.4, 0.7, -0.2] [19525454.5, 0.4, -0.1] [4421271.5, 0.5, -0.2] [1504907.0, 0.8, -0.4]
2019-08-22 [35442032.1, 0.7, -0.2] [19278014.9, 0.4, -0.1] [4427444.4, 0.5, -0.2] [1573243.2, 0.8, -0.4]
2019-08-23 [34759758.1, 0.7, -0.2] [18757505.7, 0.5, -0.1] [4343247.7, 0.6, -0.2] [1582315.4, 0.8, -0.4]
2019-08-26 [37699988.3, 0.6, -0.1] [16570309.3, 0.4, 0.0] [4438461.9, 0.6, -0.2] [1633347.7, 0.8, -0.4]
2019-08-27 [34256942.9, 0.6, -0.1] [15928861.5, 0.4, -0.0] [4442493.2, 0.5, -0.2] [1375017.3, 0.7, -0.3]
2019-08-28 [34883962.6, 0.6, -0.1] [16413181.0, 0.5, -0.0] [4428166.6, 0.5, -0.2] [1472849.1, 0.6, -0.2]
2019-08-29 [34210619.9, 0.6, -0.1] [15966006.0, 0.5, -0.0] [4335954.1, 0.5, -0.2] [1428170.4, 0.6, -0.2]
2019-08-30 [35087181.9, 0.6, -0.2] [16109032.4, 0.5, -0.0] [4353834.5, 0.5, -0.2] [1438935.5, 0.6, -0.2]
2019-09-03 [35801175.2, 0.6, -0.1] [15888413.9, 0.5, -0.0] [4413323.8, 0.5, -0.2] [1524287.4, 0.6, -0.3]
2019-09-04 [35339919.9, 0.6, -0.1] [16074569.4, 0.5, -0.0] [4611191.7, 0.5, -0.2] [1486069.3, 0.6, -0.2]
2019-09-05 [33303699.7, 0.6, -0.1] [15960799.4, 0.5, -0.0] [4565028.5, 0.5, -0.2] [1495323.9, 0.6, -0.2]
2019-09-06 [33928259.7, 0.6, -0.1] [16172658.4, 0.4, -0.0] [4198103.4, 0.5, -0.2] [1544315.1, 0.6, -0.2]
2019-09-09 [33141626.0, 0.6, -0.1] [16095840.3, 0.4, -0.0] [4088944.4, 0.6, -0.2] [1521416.9, 0.5, -0.2]
2019-09-10 [33842849.3, 0.6, -0.1] [16570349.7, 0.4, -0.0] [4084064.8, 0.6, -0.2] [1551441.2, 0.5, -0.2]
2019-09-11 [31825067.3, 0.6, -0.0] [16265040.6, 0.4, -0.0] [4176626.4, 0.5, -0.1] [1597169.5, 0.5, -0.2]
2019-09-12 [31601666.0, 0.6, -0.1] [16306558.3, 0.4, -0.0] [4154690.2, 0.5, -0.1] [1652987.4, 0.5, -0.2]
2019-09-13 [31530381.4, 0.6, -0.1] [16571269.2, 0.4, -0.0] [4072554.0, 0.4, -0.1] [1524662.2, 0.6, -0.2]
2019-09-16 [29436247.5, 0.6, -0.0] [16200015.7, 0.4, -0.0] [4036811.5, 0.4, -0.0] [1479108.7, 0.6, -0.2]
2019-09-17 [31354009.2, 0.6, -0.1] [16147070.0, 0.5, -0.0] [4300550.8, 0.5, -0.1] [1534226.1, 0.5, -0.2]
2019-09-18 [29457859.1, 0.6, -0.0] [15954357.1, 0.5, -0.0] [4099713.8, 0.5, -0.1] [1487930.3, 0.5, -0.2]
2019-09-19 [30349359.6, 0.6, -0.0] [15817973.0, 0.5, -0.0] [4584201.4, 0.5, -0.2] [1472917.4, 0.5, -0.2]
2019-09-20 [29534161.4, 0.5, 0.0] [15397355.7, 0.5, -0.0] [4687966.1, 0.5, -0.2] [1450066.0, 0.5, -0.2]
2019-09-23 [33992559.1, 0.5, -0.0] [16270906.6, 0.5, -0.1] [4801791.8, 0.5, -0.2] [1316784.5, 0.6, -0.2]
2019-09-24 [34172857.8, 0.4, 0.1] [16415763.6, 0.4, -0.0] [4539517.5, 0.5, -0.1] [1261675.1, 0.6, -0.2]
2019-09-25 [33403368.7, 0.4, 0.1] [16328840.0, 0.4, 0.0] [4564502.5, 0.5, -0.2] [1237317.8, 0.6, -0.2]
2019-09-26 [34862921.1, 0.4, 0.1] [16638934.1, 0.4, 0.0] [4610518.1, 0.5, -0.1] [1196569.2, 0.6, -0.2]
2019-09-27 [35086390.4, 0.4, 0.1] [16489967.5, 0.4, 0.0] [4800287.3, 0.5, -0.1] [1219234.6, 0.6, -0.2]
2019-09-30 [35214798.1, 0.4, 0.1] [16592140.6, 0.4, 0.0] [4781118.0, 0.5, -0.1] [1129774.1, 0.6, -0.1]
2019-10-01 [33649305.2, 0.4, 0.1] [16601523.9, 0.4, 0.0] [4828115.5, 0.5, -0.1] [1095124.2, 0.6, -0.1]
2019-10-02 [33578680.8, 0.3, 0.2] [16647685.5, 0.4, 0.0] [4684519.0, 0.5, -0.1] [1070644.3, 0.6, -0.1]
2019-10-03 [34335277.3, 0.3, 0.2] [16859590.3, 0.4, 0.0] [5073490.2, 0.5, -0.2] [1098690.7, 0.6, -0.2]
2019-10-04 [31840803.7, 0.3, 0.2] [17259086.7, 0.4, 0.0] [5202827.8, 0.4, -0.2] [1124545.9, 0.6, -0.2]
2019-10-07 [31660175.3, 0.3, 0.2] [17645661.0, 0.4, 0.0] [5368051.6, 0.4, -0.2] [1141271.6, 0.6, -0.2]
2019-10-08 [31327435.2, 0.3, 0.2] [17418623.8, 0.4, -0.0] [5325333.5, 0.4, -0.2] [1098870.1, 0.6, -0.2]
2019-10-09 [31440831.1, 0.3, 0.2] [17426045.9, 0.4, -0.0] [5573268.1, 0.4, -0.2] [1111875.2, 0.7, -0.2]
2019-10-10 [28927009.1, 0.3, 0.2] [16891704.4, 0.4, 0.0] [5762196.0, 0.4, -0.2] [1073808.2, 0.7, -0.2]
2019-10-11 [28684535.2, 0.3, 0.2] [16221923.6, 0.4, 0.0] [5940228.6, 0.4, -0.2] [1036186.7, 0.7, -0.2]
2019-10-14 [29756612.7, 0.3, 0.2] [16425438.5, 0.4, 0.0] [6350185.4, 0.4, -0.2] [912315.1, 0.7, -0.1]
2019-10-15 [28903136.6, 0.3, 0.2] [15984825.6, 0.4, 0.0] [6551728.8, 0.3, -0.2] [854201.0, 0.7, -0.1]
2019-10-16 [29750997.4, 0.3, 0.2] [15948625.3, 0.4, 0.0] [6634723.2, 0.3, -0.2] [871072.1, 0.7, -0.1]
2019-10-17 [27902362.4, 0.3, 0.2] [15359923.2, 0.4, 0.1] [6096303.8, 0.3, -0.2] [789972.1, 0.7, -0.1]
2019-10-18 [27210043.6, 0.3, 0.3] [17271795.5, 0.2, 0.1] [5968183.6, 0.3, -0.2] [783795.7, 0.7, -0.1]
2019-10-21 [28683812.0, 0.3, 0.3] [17609041.5, 0.2, 0.1] [5929019.3, 0.4, -0.2] [794638.1, 0.6, -0.0]
2019-10-22 [25657926.3, 0.3, 0.3] [13657195.6, 0.2, 0.2] [5948601.3, 0.3, -0.2] [794284.4, 0.6, -0.0]
2019-10-23 [25212357.1, 0.3, 0.3] [13978034.5, 0.2, 0.2] [6008421.6, 0.3, -0.2] [663376.5, 0.6, 0.0]
2019-10-24 [24974973.6, 0.3, 0.3] [13938634.5, 0.2, 0.2] [5969102.6, 0.3, -0.2] [651651.6, 0.6, 0.0]
2019-10-25 [30908227.2, 0.2, 0.3] [14171418.4, 0.2, 0.2] [5871312.4, 0.4, -0.2] [635031.4, 0.6, 0.1]
2019-10-28 [36504925.9, 0.4, 0.0] [16827023.3, 0.2, 0.1] [5508244.1, 0.5, -0.2] [602596.8, 0.6, 0.1]
2019-10-29 [47423859.4, 0.2, 0.0] [19722397.7, 0.1, 0.1] [5239548.8, 0.5, -0.1] [599313.8, 0.6, 0.1]
2019-10-30 [53986033.9, 0.2, -0.1] [17838295.6, 0.2, 0.1] [5342406.6, 0.5, -0.2] [673031.4, 0.5, 0.1]
2019-10-31 [54569312.4, 0.2, -0.1] [18553144.3, 0.2, 0.0] [5456348.9, 0.5, -0.1] [838463.3, 0.5, 0.1]
2019-11-01 [54050932.7, 0.2, -0.1] [18043289.2, 0.2, 0.1] [5627092.7, 0.4, -0.1] [975886.5, 0.4, 0.1]
2019-11-04 [53774248.5, 0.2, -0.1] [17843897.1, 0.2, 0.1] [5481929.4, 0.4, -0.1] [994871.4, 0.4, 0.0]
2019-11-05 [53018081.2, 0.2, -0.1] [17497360.0, 0.2, 0.1] [5188869.2, 0.4, -0.1] [1136809.7, 0.4, -0.1]
2019-11-06 [52386506.1, 0.2, -0.1] [17272066.1, 0.2, 0.1] [5146610.0, 0.4, -0.1] [1337122.9, 0.3, -0.1]
2019-11-07 [52041597.6, 0.2, -0.1] [17245713.5, 0.2, 0.1] [5110078.4, 0.4, -0.1] [1332614.1, 0.3, -0.1]
2019-11-08 [51701430.8, 0.2, -0.1] [17759503.3, 0.2, 0.1] [5128584.4, 0.4, -0.1] [1238595.8, 0.4, -0.1]
2019-11-11 [50676598.4, 0.2, -0.1] [18038625.4, 0.2, 0.1] [5085768.4, 0.4, -0.1] [1273244.6, 0.4, -0.1]
2019-11-12 [50170288.3, 0.2, -0.1] [18746221.3, 0.2, 0.1] [4937041.2, 0.4, -0.1] [1308984.4, 0.4, -0.2]
2019-11-13 [49801544.8, 0.2, -0.1] [19285860.4, 0.2, 0.1] [5116999.2, 0.4, -0.1] [1319457.8, 0.4, -0.1]
2019-11-14 [50324101.1, 0.2, -0.1] [19239031.9, 0.2, 0.1] [5096018.9, 0.4, -0.1] [1295609.6, 0.4, -0.1]
2019-11-15 [47026461.3, 0.2, -0.0] [17739966.5, 0.2, 0.1] [4974962.7, 0.4, -0.1] [1241754.1, 0.4, -0.1]
2019-11-18 [47551426.2, 0.2, -0.0] [18856159.8, 0.2, 0.1] [4909729.5, 0.4, -0.1] [1212952.6, 0.4, -0.1]
2019-11-19 [47660729.1, 0.2, -0.0] [18608085.2, 0.2, 0.1] [4811461.8, 0.4, -0.1] [1235860.9, 0.4, -0.2]
2019-11-20 [47904934.0, 0.2, -0.0] [19284416.8, 0.2, 0.1] [4716698.3, 0.4, -0.1] [1238708.6, 0.5, -0.2]
2019-11-21 [47782342.7, 0.2, -0.0] [19542206.6, 0.2, 0.1] [4881682.9, 0.4, -0.1] [1244412.1, 0.5, -0.2]
2019-11-22 [47503134.6, 0.2, -0.0] [19673474.3, 0.2, 0.1] [4870191.2, 0.4, -0.1] [1125379.5, 0.5, -0.2]
2019-11-25 [47149270.8, 0.2, -0.0] [19507081.8, 0.2, 0.1] [4850683.1, 0.4, -0.1] [1193741.1, 0.5, -0.2]
2019-11-26 [47568733.0, 0.2, -0.0] [19321725.2, 0.2, 0.1] [4861055.9, 0.4, -0.1] [1190341.1, 0.5, -0.2]
2019-11-27 [47418106.7, 0.2, -0.0] [19085407.1, 0.2, 0.1] [4829124.9, 0.4, -0.1] [1204137.3, 0.5, -0.2]
2019-11-29 [47666365.0, 0.2, -0.1] [18815477.5, 0.2, 0.1] [4686561.3, 0.4, -0.1] [1192852.4, 0.5, -0.2]
2019-12-02 [47470419.4, 0.2, -0.1] [17476622.5, 0.2, 0.1] [4403042.3, 0.5, -0.1] [1171272.2, 0.5, -0.2]
2019-12-03 [48797374.8, 0.2, -0.1] [18799760.8, 0.2, 0.1] [4569240.7, 0.5, -0.1] [1161508.4, 0.5, -0.2]
2019-12-04 [49066264.0, 0.2, -0.1] [18569693.3, 0.2, 0.1] [4536033.9, 0.5, -0.1] [1116094.0, 0.5, -0.2]
2019-12-05 [49271505.3, 0.2, -0.1] [18446531.8, 0.2, 0.1] [4457582.2, 0.5, -0.1] [1114737.3, 0.5, -0.2]
2019-12-06 [49999147.8, 0.2, -0.1] [18387197.7, 0.2, 0.1] [4436491.5, 0.5, -0.2] [1109252.5, 0.5, -0.2]
2019-12-09 [49118126.1, 0.2, -0.1] [18115016.3, 0.2, 0.1] [4174869.2, 0.5, -0.1] [1087185.5, 0.5, -0.2]
2019-12-10 [49557317.3, 0.3, -0.1] [18404800.4, 0.2, 0.1] [4189086.9, 0.5, -0.1] [1046423.8, 0.5, -0.2]
2019-12-11 [49459627.4, 0.3, -0.1] [18530787.9, 0.2, 0.1] [3903575.4, 0.5, -0.1] [1032535.0, 0.6, -0.2]
2019-12-12 [49830118.5, 0.3, -0.1] [18644169.0, 0.2, 0.1] [3789379.2, 0.5, -0.0] [1024492.2, 0.6, -0.2]
2019-12-13 [47016731.9, 0.3, -0.1] [17161258.9, 0.2, 0.1] [3838158.4, 0.4, -0.0] [1012203.4, 0.6, -0.2]
2019-12-16 [46272274.9, 0.3, -0.1] [16837746.8, 0.3, 0.1] [3894972.2, 0.4, 0.0] [999000.4, 0.6, -0.2]
2019-12-17 [48790842.2, 0.3, -0.2] [17461156.8, 0.3, -0.0] [3916259.5, 0.4, 0.0] [1003873.4, 0.6, -0.2]
2019-12-18 [49014077.1, 0.3, -0.2] [16991873.2, 0.3, 0.0] [3886491.3, 0.4, 0.0] [1004270.9, 0.6, -0.2]
2019-12-19 [49838526.2, 0.3, -0.2] [17111836.8, 0.3, 0.0] [3907427.7, 0.4, 0.0] [999206.6, 0.6, -0.2]
2019-12-20 [50413620.3, 0.3, -0.2] [16885493.1, 0.3, 0.0] [3969600.4, 0.4, 0.0] [1016260.4, 0.6, -0.2]
2019-12-23 [50517185.3, 0.3, -0.2] [15164701.2, 0.4, 0.1] [4328794.5, 0.4, -0.0] [1012420.1, 0.6, -0.2]
2019-12-24 [52081600.2, 0.3, -0.2] [19388501.0, 0.1, 0.1] [4316113.2, 0.4, -0.0] [1041274.6, 0.6, -0.2]
2019-12-26 [52908492.6, 0.3, -0.2] [22828265.3, 0.2, -0.1] [4368731.0, 0.4, -0.1] [1065363.1, 0.6, -0.3]
2019-12-27 [60293854.2, 0.2, -0.2] [21556452.2, 0.2, -0.1] [4282109.4, 0.4, -0.1] [1055269.7, 0.6, -0.2]
2019-12-30 [59749603.2, 0.3, -0.3] [20911523.0, 0.2, -0.1] [4440788.5, 0.4, -0.1] [1013106.0, 0.5, -0.2]
2019-12-31 [57759697.9, 0.3, -0.3] [20524060.7, 0.2, -0.1] [4376190.3, 0.4, -0.1] [912131.5, 0.6, -0.2]
**************************************************************************************************
Printing values of coeff: A,B and C in AR(2) 10-day rolling model
**************************************************************************************************
AMZN_10_2020_Coeff GOOG_10_2020_Coeff AAL_10_2020_Coeff NCLH_10_2020_Coeff
Date
2020-01-16 [18444442.1, 0.6, 0.1] [44317211.8, -0.2, -0.2] [13191629.0, -0.5, -0.3] [1108496.7, 0.7, -0.6]
2020-01-17 [24659764.6, 0.7, -0.1] [7755032.0, 0.6, 0.1] [15064833.4, -0.7, -0.3] [976532.9, 0.5, -0.3]
2020-01-21 [67210240.0, 0.1, -0.1] [78922437.3, -0.0, -1.4] [12488911.2, -0.6, -0.1] [939499.5, 0.7, -0.4]
2020-01-22 [89808607.2, 0.1, -0.5] [81957443.1, -0.1, -1.5] [15404715.8, -0.6, -0.4] [430595.2, 1.3, -0.6]
2020-01-23 [87083184.7, 0.1, -0.5] [45064881.6, 0.1, -0.5] [9153786.1, 0.1, -0.2] [-674880.5, 1.4, 0.4]
2020-01-24 [93431696.1, 0.1, -0.6] [44321541.9, 0.2, -0.5] [-3788541.5, 0.2, 1.6] [1301096.5, 0.4, -0.2]
2020-01-27 [112748691.8, -0.2, -0.6] [46683414.2, 0.2, -0.6] [-3416192.7, 0.2, 1.5] [1155224.0, 0.1, 0.3]
2020-01-28 [115327690.6, -0.2, -0.6] [45967178.2, 0.1, -0.5] [3757417.0, 0.2, 0.7] [1490885.3, 0.2, 0.1]
2020-01-29 [124577420.5, -0.2, -0.7] [48054825.5, 0.1, -0.5] [7239260.8, 0.0, 0.6] [2201546.6, -0.0, -0.0]
2020-01-30 [119667367.8, -0.1, -0.8] [55901441.8, -0.0, -0.6] [10411481.3, 0.0, 0.3] [3058193.0, -0.2, -0.3]
2020-01-31 [208738982.0, -0.9, -1.2] [28374053.9, 0.4, -0.3] [12872047.2, -0.0, 0.2] [4937633.2, -0.6, -0.7]
2020-02-03 [185236733.9, 1.8, -3.3] [43677805.8, 0.5, -0.8] [7984921.1, 0.1, 0.3] [5922076.1, -0.7, -1.0]
2020-02-04 [291779868.4, 1.3, -4.5] [52806124.5, 0.8, -1.4] [6308745.8, 0.2, 0.3] [4640222.8, -0.6, -0.5]
2020-02-05 [101568993.2, 0.3, -0.2] [7768077.6, 1.5, -0.6] [3226760.6, 0.4, 0.2] [4384459.3, -0.5, -0.5]
2020-02-06 [107474570.3, 0.3, -0.2] [37461564.7, 1.2, -1.3] [4026020.2, 0.1, 0.4] [4368531.1, -0.5, -0.5]
2020-02-07 [113639671.9, 0.3, -0.3] [30213927.1, 0.7, -0.4] [8204798.9, 0.2, -0.0] [3907970.3, -0.4, -0.4]
2020-02-10 [127899419.2, 0.2, -0.3] [29044952.8, 0.7, -0.4] [9311282.5, -0.1, 0.0] [3681356.0, -0.3, -0.4]
2020-02-11 [146623382.8, 0.1, -0.3] [32438318.8, 0.7, -0.4] [20512512.7, -0.9, -0.3] [3946030.3, -0.5, -0.3]
2020-02-12 [147502536.0, 0.1, -0.3] [28695057.4, 0.7, -0.4] [23531134.6, -0.7, -0.8] [2177937.0, -0.1, 0.1]
2020-02-13 [75611321.5, 0.1, 0.0] [17744028.8, 0.8, -0.3] [18228903.2, -0.6, -0.3] [2417958.3, -0.2, 0.1]
2020-02-14 [64745193.0, 0.2, 0.0] [10214783.2, 0.7, -0.1] [17358976.1, -0.5, -0.3] [3721986.5, -0.3, -0.4]
2020-02-18 [63256719.9, 0.4, -0.2] [15325761.8, 0.2, 0.1] [15711688.1, -0.4, -0.3] [3662755.2, -0.4, -0.4]
2020-02-19 [50242243.5, 0.5, -0.1] [19980787.4, -0.1, 0.2] [15294825.1, -0.4, -0.2] [3779943.1, -0.3, -0.4]
2020-02-20 [27875893.0, 0.5, 0.1] [19004201.4, 0.0, 0.1] [14468201.9, -0.4, -0.2] [4034614.1, -0.3, -0.6]
2020-02-21 [25707540.9, 0.7, -0.1] [10960359.7, 0.2, 0.3] [15636895.0, -0.5, -0.2] [210588.0, 1.1, -0.0]
2020-02-24 [39890397.4, 0.6, -0.1] [35551133.5, 0.4, -0.9] [10042035.1, -0.1, 0.0] [2745116.1, 0.6, -0.7]
2020-02-25 [56235018.4, 0.8, -0.6] [13154832.9, 2.0, -1.5] [-2420872.3, 1.1, 0.3] [18627.8, 0.6, 0.7]
2020-02-26 [27642846.7, 1.2, -0.5] [38407310.8, 1.5, -2.0] [-6610494.3, 0.8, 1.2] [571203.4, 0.4, 0.7]
2020-02-27 [35044451.5, 1.4, -0.8] [14191289.1, 1.0, -0.4] [4000021.2, 0.8, 0.0] [594348.4, 0.3, 0.8]
2020-02-28 [19796990.2, 0.8, 0.2] [10246432.8, 0.9, -0.1] [2406751.1, 0.5, 0.6] [262725.1, 0.5, 0.7]
2020-03-02 [17396451.9, 1.0, 0.0] [10224589.6, 1.1, -0.2] [472871.2, 0.8, 0.5] [1810821.1, 0.3, 0.7]
2020-03-03 [65870179.5, 0.8, -0.3] [28416019.8, 0.6, -0.2] [4466433.8, 0.8, 0.2] [3997763.7, 0.3, 0.2]
2020-03-04 [86801024.6, 0.4, 0.0] [40807298.0, 0.4, -0.1] [8610453.2, 0.7, 0.1] [3181387.9, 0.6, -0.0]
2020-03-05 [127208195.2, 0.1, -0.1] [58171308.6, 0.1, -0.3] [11623959.8, 0.4, 0.3] [5817342.3, 0.6, -0.4]
2020-03-06 [113839024.2, 0.3, -0.2] [58508866.8, 0.1, -0.3] [8171539.8, 0.6, 0.3] [6084103.3, 0.7, -0.4]
2020-03-09 [99901371.9, 0.4, -0.2] [62314204.7, 0.2, -0.4] [5716874.8, 0.6, 0.4] [9170461.4, 0.9, -1.0]
2020-03-10 [129535846.2, 0.4, -0.3] [63901515.5, 0.2, -0.4] [21916281.6, 0.1, 0.5] [8502710.1, 1.0, -1.0]
2020-03-11 [107770572.0, 0.5, -0.3] [62539575.0, 0.2, -0.4] [27231922.3, -0.2, 0.7] [-4936052.3, 1.2, 0.5]
2020-03-12 [106916734.7, 0.2, -0.1] [53793908.3, 0.0, -0.1] [16722674.4, -0.2, 0.9] [-1951911.0, 0.8, 0.6]
2020-03-13 [140944632.8, -0.1, 0.1] [49208376.2, 0.3, -0.1] [20327852.4, -0.1, 0.7] [-1600870.6, 0.7, 0.8]
2020-03-16 [130983296.2, 0.2, -0.2] [33531937.1, 0.4, 0.0] [28416126.1, -0.1, 0.5] [-2745734.3, 0.7, 0.9]
2020-03-17 [88569790.8, 0.3, 0.1] [25755614.8, 0.4, 0.3] [-33346955.4, 0.7, 1.1] [3668730.6, 0.0, 1.3]
2020-03-18 [91255196.6, 0.2, 0.3] [32824015.5, 0.2, 0.3] [11618998.8, 0.0, 0.9] [10098791.1, 0.9, -0.3]
2020-03-19 [131583920.6, 0.0, 0.2] [36176211.6, 0.2, 0.3] [18783690.8, 0.0, 0.7] [12455028.3, 0.8, -0.2]
2020-03-20 [128084325.0, 0.0, 0.3] [36571229.0, 0.2, 0.3] [21846701.3, 0.1, 0.6] [16906440.8, 0.7, -0.4]
2020-03-23 [161077347.3, 0.0, 0.1] [55808071.4, 0.2, 0.0] [36640330.3, 0.0, 0.4] [20774214.6, 0.6, -0.3]
2020-03-24 [288462369.2, -0.4, -0.1] [96288954.4, -0.3, 0.1] [55402523.6, 0.0, 0.1] [25740450.5, 0.5, -0.4]
2020-03-25 [75030494.6, 0.4, 0.1] [96406488.4, -0.4, 0.1] [105785764.5, -0.6, 0.1] [28637735.6, 0.5, -0.4]
2020-03-26 [17554967.9, 0.8, 0.1] [67578463.1, -0.3, 0.4] [132306183.2, -0.2, -0.6] [21264623.7, 0.7, -0.4]
2020-03-27 [10379881.9, 0.9, 0.1] [76784883.5, -0.3, 0.3] [80538517.6, 0.0, -0.1] [10547869.6, 0.9, -0.2]
2020-03-30 [-16260414.0, 0.8, 0.2] [80321150.7, -0.3, 0.2] [101762672.1, 0.1, -0.5] [10367522.8, 0.8, -0.0]
2020-03-31 [9032376.3, 0.7, 0.2] [-511200.6, 0.4, 0.5] [84079583.2, 0.4, -0.6] [14840449.9, 0.8, -0.1]
2020-04-01 [21547637.9, 0.7, 0.1] [-19514145.2, 0.6, 0.6] [54390640.4, 0.6, -0.4] [22331551.9, 0.6, -0.1]
2020-04-02 [30485723.9, 0.3, 0.3] [-11041243.2, 0.5, 0.6] [50636170.8, 0.7, -0.4] [21702288.7, 0.6, -0.1]
2020-04-03 [19130328.7, 0.5, 0.3] [-10460796.0, 0.5, 0.6] [48716599.7, 0.6, -0.4] [33188432.5, 0.6, -0.4]
2020-04-06 [1838455.3, 0.4, 0.5] [-406999.7, 0.5, 0.5] [40004575.8, 0.8, -0.4] [3238039.6, 1.0, -0.1]
2020-04-07 [47740710.9, -0.0, 0.5] [20757447.2, 0.8, -0.2] [34280661.5, 1.2, -0.7] [15159741.9, 0.2, 0.3]
2020-04-08 [68626142.3, 0.2, 0.1] [22791421.5, 0.5, -0.0] [-1316987.0, 1.7, -0.6] [34429903.9, 0.7, -0.6]
2020-04-09 [80036423.4, 0.1, 0.0] [33422671.4, 0.4, -0.2] [26057667.5, 0.4, 0.3] [55881288.8, 0.0, -0.6]
2020-04-13 [116092892.9, 0.0, -0.3] [41740550.5, 0.3, -0.2] [29380905.3, 0.2, 0.6] [43284681.9, -0.3, 0.1]
2020-04-14 [170474415.4, -0.2, -0.6] [41922082.4, 0.3, -0.2] [49089280.5, -0.1, 0.6] [42028912.5, -0.2, 0.1]
2020-04-15 [79983398.2, 0.7, -0.5] [63838644.9, -0.1, -0.4] [67647320.3, 0.0, 0.3] [46985352.2, -0.3, 0.1]
2020-04-16 [75702301.3, 0.7, -0.4] [44086493.7, -0.2, 0.2] [118578675.8, -0.3, 0.0] [45914512.4, -0.3, 0.1]
2020-04-17 [-1110940.6, 0.5, 0.8] [45920362.7, -0.3, 0.3] [151779673.5, -0.5, -0.1] [35491348.8, -0.1, 0.1]
2020-04-20 [18924562.9, 0.1, 0.9] [39948099.5, -0.3, 0.4] [184629048.0, -0.5, -0.4] [19988029.9, 0.1, 0.3]
2020-04-21 [93939618.2, 0.4, -0.0] [74395804.0, -0.7, -0.1] [93496420.8, -0.1, -0.0] [10859830.3, 0.0, 0.5]
2020-04-22 [119914398.4, 0.2, -0.0] [86413126.7, -0.9, -0.2] [50193997.9, 0.1, 0.2] [5491554.4, 0.2, 0.6]
2020-04-23 [145291988.3, -0.0, 0.0] [96457245.0, -1.0, -0.4] [83884816.1, 0.1, -0.2] [9276338.4, 0.3, 0.2]
2020-04-24 [126243151.1, 0.1, -0.0] [104100194.9, -1.0, -0.5] [66426060.2, 0.2, -0.1] [14041976.2, 0.0, 0.3]
2020-04-27 [49223839.5, 0.3, 0.3] [57551820.8, -0.3, -0.1] [64850643.7, 0.2, -0.1] [27984979.4, 0.0, -0.2]
2020-04-28 [57867768.6, 0.2, 0.3] [30143890.1, 0.0, 0.2] [53499508.8, 0.2, -0.1] [29452843.5, 0.0, -0.3]
2020-04-29 [63977604.0, 0.3, 0.1] [73684034.4, -0.3, -0.6] [79263788.5, -0.1, -0.1] [17555007.1, 0.9, -0.6]
2020-04-30 [98369280.7, -0.3, 0.3] [46738535.7, 1.0, -1.1] [-1950831.8, 0.7, 0.4] [-27846185.3, 2.1, 0.1]
2020-05-01 [123768823.1, -0.5, 0.3] [52506329.0, 1.0, -1.3] [32489615.4, 0.5, 0.1] [9860509.5, 1.1, -0.4]
2020-05-04 [80283296.8, 0.4, -0.1] [34173009.4, 0.8, -0.6] [41460233.0, 0.4, 0.2] [15940560.1, 1.2, -0.6]
2020-05-05 [125226310.2, 0.4, -0.4] [36535461.1, 0.8, -0.7] [29366935.1, 0.5, 0.2] [17468285.8, 1.0, -0.4]
2020-05-06 [125423777.7, 0.5, -0.5] [38605495.3, 0.8, -0.7] [66647321.9, 0.4, -0.0] [29261060.4, 0.3, 0.5]
2020-05-07 [126032294.8, 0.6, -0.6] [28807721.8, 0.9, -0.5] [87744758.8, 0.3, -0.3] [38309960.5, 0.6, -0.0]
2020-05-08 [90672307.3, 0.7, -0.5] [30574642.7, 0.9, -0.6] [113681555.8, 0.4, -0.5] [54748706.7, 0.5, -0.2]
2020-05-11 [76760626.1, 0.8, -0.5] [15512558.5, 1.0, -0.4] [33543061.1, 0.8, -0.2] [66103854.0, 0.4, -0.2]
2020-05-12 [66990918.5, 0.8, -0.4] [12733815.6, 0.5, 0.0] [10790347.0, 0.7, 0.1] [68623233.4, 0.4, -0.3]
2020-05-13 [42907761.7, 0.9, -0.4] [22743945.6, -0.2, 0.4] [6043963.4, 0.7, 0.1] [71139382.1, 0.5, -0.4]
2020-05-14 [57783098.4, 0.3, -0.1] [32796498.1, -0.4, 0.3] [27158104.6, 0.8, -0.2] [72273889.7, 0.5, -0.4]
2020-05-15 [72542320.1, 0.0, -0.1] [22422559.1, 0.1, 0.2] [39314088.3, 0.5, -0.2] [76818513.6, 0.4, -0.4]
2020-05-18 [62305868.8, 0.1, 0.1] [18674228.4, 0.1, 0.2] [46960084.9, 0.2, 0.0] [27439094.0, 0.7, -0.2]
2020-05-19 [31604123.2, 0.2, 0.5] [5881703.6, 0.5, 0.3] [87884107.1, -0.4, -0.1] [51993668.9, -0.1, 0.3]
2020-05-20 [33280448.1, 0.1, 0.5] [24987569.2, -0.1, 0.3] [121221515.7, -0.5, -0.5] [58239613.4, -0.0, 0.1]
2020-05-21 [49944867.6, 0.1, 0.3] [30409744.0, -0.1, 0.2] [132310804.4, -0.6, -0.7] [72910405.0, -0.1, -0.1]
2020-05-22 [60583930.4, -0.1, 0.4] [34298654.3, -0.3, 0.2] [117136950.9, -0.4, -0.6] [63552087.6, 0.0, 0.0]
2020-05-26 [148563315.5, -0.8, 0.1] [39022146.8, -0.2, -0.0] [78262451.1, -0.1, -0.2] [71448989.1, -0.2, 0.2]
2020-05-27 [153216316.7, -0.5, -0.3] [55148898.9, -0.5, -0.3] [121186695.3, -0.5, -0.5] [102532365.0, -0.5, 0.0]
2020-05-28 [176442215.6, -0.5, -0.6] [52689843.0, -0.3, -0.3] [105554486.0, 0.0, -0.8] [125149420.6, -0.5, -0.2]
2020-05-29 [185605411.6, -0.7, -0.6] [44372475.9, -0.2, -0.1] [66576164.1, 0.3, -0.3] [136708849.9, -0.4, -0.3]
2020-06-01 [184902253.0, -0.6, -0.7] [43082873.2, -0.2, -0.1] [58720986.4, 0.4, -0.3] [92166423.5, -0.1, -0.1]
2020-06-02 [119593069.0, -0.3, -0.2] [44061091.6, -0.3, -0.1] [62233944.7, 0.5, -0.5] [87562293.8, 0.1, -0.3]
2020-06-03 [78693479.3, -0.1, -0.0] [38325081.8, -0.0, -0.2] [58709538.8, 0.5, -0.4] [74297864.9, 0.2, -0.2]
2020-06-04 [66276244.2, 0.0, -0.0] [27898160.4, 0.2, -0.1] [72344173.7, 0.4, -0.5] [75824043.2, 0.2, -0.2]
2020-06-05 [46165375.3, 0.2, 0.1] [27959883.5, 0.2, -0.1] [116023298.0, 1.9, -2.1] [90879442.6, 0.3, -0.5]
2020-06-08 [51862744.6, 0.3, -0.1] [20701477.6, 0.3, -0.0] [168241751.0, 1.1, -2.0] [72054909.4, 0.6, -0.4]
2020-06-09 [49246150.8, 0.1, 0.1] [21810078.2, 0.2, 0.0] [118260370.6, 1.1, -1.1] [44039280.8, 0.7, -0.2]
2020-06-10 [-20884098.9, 1.5, -0.1] [28487330.4, 0.2, -0.2] [121561267.3, 0.8, -0.5] [46854169.2, 1.0, -0.5]
2020-06-11 [41338993.6, 1.4, -1.1] [39005013.6, 0.0, -0.4] [144363255.5, 0.7, -0.5] [26052331.3, 0.6, 0.2]
2020-06-12 [976489.4, 1.2, -0.1] [23268204.9, 0.6, -0.3] [158950623.1, 0.7, -0.5] [34307148.5, 0.5, 0.2]
2020-06-15 [13153086.2, 0.7, 0.3] [19021938.6, 0.7, -0.3] [200750590.0, 0.6, -0.6] [56787172.2, 0.3, 0.2]
2020-06-16 [35091734.4, 1.0, -0.4] [33327856.4, 0.6, -0.6] [229036737.2, 0.5, -0.6] [97565832.4, 0.1, -0.0]
2020-06-17 [46353071.7, 0.9, -0.4] [34998853.5, 0.3, -0.3] [127406983.6, 0.7, -0.4] [135261238.1, 0.1, -0.4]
2020-06-18 [46623541.1, 0.9, -0.5] [33617259.3, 0.2, -0.3] [107665220.9, 0.1, -0.0] [54828268.6, 0.3, 0.1]
2020-06-19 [27171629.2, 1.1, -0.4] [35716960.1, 0.3, -0.4] [83091509.1, 0.3, -0.0] [9019350.4, 0.6, 0.3]
2020-06-22 [79128935.1, 0.7, -0.6] [58125118.4, -0.0, -0.6] [-1754694.3, 0.3, 0.6] [30655585.3, 0.5, 0.1]
2020-06-23 [58731452.5, 0.1, 0.2] [82439943.2, -0.3, -1.0] [50963064.1, 0.4, 0.2] [17028286.8, 0.6, 0.1]
2020-06-24 [69634623.1, 0.0, 0.1] [67940081.5, -0.4, -0.5] [69079662.5, 0.7, -0.2] [15522573.5, 0.3, 0.4]
2020-06-25 [99464048.8, -0.2, -0.0] [61433247.1, -0.3, -0.4] [109221033.2, 0.5, -0.5] [50811847.9, -0.0, 0.3]
2020-06-26 [126944135.2, -0.5, -0.2] [52835432.1, -0.2, -0.3] [90840542.1, 0.5, -0.3] [57491900.4, -0.2, 0.3]
2020-06-29 [138342039.6, -0.7, -0.1] [81242506.7, -0.8, -0.4] [94322335.0, 0.5, -0.4] [89404466.4, -0.1, -0.2]
2020-06-30 [121781466.8, -0.4, -0.1] [76657281.1, -0.4, -0.5] [95732435.8, 0.6, -0.4] [90147797.8, -0.2, -0.2]
2020-07-01 [169497118.1, -0.7, -0.3] [70512893.2, -0.4, -0.2] [97206498.4, 0.4, -0.2] [45224439.2, 0.1, 0.2]
2020-07-02 [208659946.9, -0.9, -0.4] [59692669.4, -0.3, -0.1] [122734631.9, 0.3, -0.3] [50270985.1, 0.1, -0.0]
2020-07-06 [156217555.0, -0.2, -0.4] [57769159.4, -0.3, -0.1] [101233343.2, 0.2, -0.1] [44976385.8, -0.1, 0.2]
2020-07-07 [76709873.2, 0.1, 0.2] [52896627.2, -0.3, -0.0] [47634136.8, 0.3, 0.2] [19084423.7, 0.2, 0.4]
2020-07-08 [94944665.9, 0.1, 0.1] [52649740.7, -0.3, -0.0] [70876929.6, -0.2, 0.3] [4432072.1, 0.5, 0.3]
2020-07-09 [128435120.5, -0.0, -0.1] [50741862.0, -0.2, -0.0] [61005819.9, -0.1, 0.4] [10748099.2, 0.4, 0.3]
2020-07-10 [106372268.3, 0.1, -0.1] [17906511.5, 0.2, 0.2] [64309039.3, -0.1, 0.4] [5066528.8, 0.3, 0.4]
2020-07-13 [138191124.0, 0.3, -0.5] [17040030.0, 0.3, 0.1] [110639714.4, -0.4, 0.1] [19021441.5, 0.2, 0.3]
2020-07-14 [147881162.3, -0.1, -0.1] [22570457.4, 0.6, -0.3] [66460279.9, -0.2, 0.4] [18004357.9, 0.2, 0.3]
2020-07-15 [128733489.0, 0.1, -0.2] [23095606.5, 0.6, -0.3] [43260897.2, 0.4, 0.0] [26697840.5, 0.3, -0.0]
2020-07-16 [146042001.2, 0.1, -0.3] [31602115.1, 0.6, -0.6] [191406332.6, -1.1, -0.3] [71298053.7, -0.9, -0.1]
2020-07-17 [145975035.8, 0.0, -0.2] [29211828.1, 0.7, -0.6] [319384450.3, -1.0, -2.0] [43131655.4, 0.5, -0.5]
2020-07-20 [121424698.3, 0.1, -0.1] [29736164.1, 0.7, -0.6] [176514805.0, -0.6, -0.6] [21658639.2, 0.5, 0.1]
2020-07-21 [153591985.8, -0.3, 0.1] [32898781.1, 0.6, -0.6] [161774735.6, -0.5, -0.5] [30991586.5, 0.4, 0.0]
2020-07-22 [171803706.3, -0.4, 0.0] [29630079.8, 0.5, -0.4] [136251099.2, -0.3, -0.4] [39788472.9, 0.4, -0.1]
2020-07-23 [258246119.1, -0.5, -0.6] [-4768796.2, 1.1, -0.0] [102393590.0, -0.2, -0.2] [36950255.2, 0.4, -0.1]
2020-07-24 [174515489.2, -0.1, -0.4] [24595925.8, 0.2, -0.1] [129116658.9, -0.3, -0.4] [47261067.2, 0.4, -0.2]
2020-07-27 [153439678.3, -0.2, -0.1] [28304871.8, 0.2, -0.1] [126426373.2, -0.4, -0.2] [40280042.6, 0.3, -0.0]
2020-07-28 [162108963.1, -0.3, -0.1] [37956988.9, 0.1, -0.4] [90935973.5, -0.2, -0.1] [5990144.2, 0.6, 0.1]
2020-07-29 [115816166.7, 0.1, -0.2] [44020552.6, -0.2, -0.4] [108147643.2, -0.6, -0.0] [13909367.3, 0.1, 0.5]
2020-07-30 [42973259.7, 0.4, 0.1] [49553296.2, -0.4, -0.4] [130350313.5, -0.7, -0.3] [23347344.4, -0.1, 0.4]
2020-07-31 [105967257.1, 0.4, -0.5] [52259636.1, -0.6, -0.3] [96981979.2, -0.5, -0.1] [24027750.4, -0.1, 0.3]
2020-08-03 [110296506.5, 0.7, -0.7] [54200115.1, 0.2, -1.0] [70818153.7, -0.3, 0.1] [37370837.6, -0.2, 0.1]
2020-08-04 [134833519.1, 0.5, -0.9] [42675945.4, 0.4, -0.6] [60385195.9, -0.2, 0.2] [46327558.2, -0.3, -0.1]
2020-08-05 [108536189.3, 0.5, -0.6] [30226842.6, 0.3, -0.2] [32994449.2, 0.1, 0.2] [61138085.2, -0.4, -0.5]
2020-08-06 [106348517.4, 0.6, -0.6] [33953609.3, 0.3, -0.2] [39455547.4, 0.4, 0.0] [56633441.9, -0.3, -0.5]
2020-08-07 [101100107.1, 0.6, -0.6] [38620770.8, 0.3, -0.2] [59621885.2, 1.2, -1.1] [59451714.2, -0.2, -0.6]
2020-08-10 [94236209.4, 0.6, -0.5] [40497050.2, 0.2, -0.3] [80041056.3, 1.2, -1.5] [53248392.0, -0.2, -0.5]
2020-08-11 [93906875.7, 0.5, -0.5] [50182266.6, 0.3, -0.5] [45245099.4, 0.3, 0.2] [42270186.5, -0.1, -0.2]
2020-08-12 [60052648.0, 0.7, -0.4] [45438304.2, 0.3, -0.4] [52137834.3, 0.4, 0.1] [17478401.0, 0.4, 0.2]
2020-08-13 [41725864.4, 0.2, 0.2] [15320271.2, 0.4, 0.0] [77270313.2, 0.2, -0.1] [40973858.4, 0.0, -0.1]
2020-08-14 [49677295.3, 0.0, 0.3] [10750492.2, 0.7, -0.1] [110123927.0, 0.2, -0.4] [48085211.6, 0.1, -0.4]
2020-08-17 [27732532.1, 0.3, 0.3] [7193546.4, 0.7, 0.1] [121612318.7, 0.2, -0.5] [47231088.4, 0.4, -0.7]
2020-08-18 [3010305.6, 0.5, 0.4] [13911835.2, 0.8, -0.3] [70649916.8, 0.4, -0.3] [24992761.9, 0.7, -0.4]
2020-08-19 [121668670.9, 0.2, -0.9] [32319489.4, 0.4, -0.5] [34276021.6, 0.3, 0.1] [10761504.5, 0.8, -0.2]
2020-08-20 [142974536.7, -0.0, -1.0] [41982673.4, 0.1, -0.5] [27320291.8, 0.5, 0.1] [19967067.6, 0.8, -0.4]
2020-08-21 [92484365.3, 0.1, -0.4] [22037970.8, 0.2, 0.1] [27826245.1, 0.8, -0.3] [11485834.6, 0.6, -0.1]
2020-08-24 [90867137.1, 0.1, -0.4] [26096959.5, 0.1, 0.1] [30494780.1, 0.2, 0.1] [12222017.3, 0.3, 0.1]
2020-08-25 [97825058.3, 0.1, -0.5] [29188960.6, 0.1, -0.1] [88960279.1, -0.9, 0.1] [35985537.5, -0.5, 0.0]
2020-08-26 [98111804.1, 0.1, -0.4] [46182677.9, -0.1, -0.3] [91401976.4, -0.1, -0.6] [47431184.6, -0.3, -0.6]
2020-08-27 [79983186.0, 0.1, 0.0] [19984082.8, 1.6, -1.0] [72911456.8, 0.0, -0.4] [28296507.5, -0.1, 0.1]
2020-08-28 [118226469.6, -0.2, -0.1] [78821155.0, 0.6, -1.8] [72473673.4, -0.2, -0.0] [24196438.4, 0.1, 0.1]
2020-08-31 [123310441.2, -0.1, -0.3] [45922070.9, 0.2, -0.4] [83861133.5, -0.2, -0.1] [24008140.5, 0.1, 0.2]
2020-09-01 [125084492.5, -0.0, -0.4] [49051158.5, 0.2, -0.4] [97598412.8, -0.3, -0.2] [28759019.1, 0.0, 0.1]
2020-09-02 [98536532.1, -0.0, -0.1] [47500493.9, 0.2, -0.4] [119560299.5, -0.4, -0.4] [39502906.2, 0.1, -0.3]
2020-09-03 [102909872.0, -0.1, -0.1] [54262563.7, 0.2, -0.4] [142488489.1, -0.6, -0.5] [41767118.7, -0.0, -0.2]
2020-09-04 [151895714.2, -0.2, -0.5] [63062424.9, 0.1, -0.5] [144031452.0, -0.6, -0.5] [49513623.9, -0.1, -0.3]
2020-09-08 [103696881.2, 0.6, -0.6] [65572882.8, 0.1, -0.5] [143631795.9, -0.7, -0.4] [53924782.9, 0.1, -0.7]
2020-09-09 [81521121.1, 0.7, -0.5] [46238788.4, 0.2, -0.2] [132760299.9, -0.6, -0.3] [48460556.7, 0.3, -0.6]
2020-09-10 [76839022.9, 0.8, -0.5] [30252860.6, 0.6, -0.3] [108566216.6, -0.4, -0.3] [46531417.0, 0.3, -0.6]
2020-09-11 [79873495.7, 0.7, -0.4] [29531001.8, 0.7, -0.4] [108467715.2, -0.3, -0.3] [46846256.5, 0.2, -0.6]
2020-09-14 [79432929.0, 0.7, -0.4] [23566867.0, 0.8, -0.4] [78697374.8, -0.1, -0.1] [40511928.5, 0.2, -0.5]
2020-09-15 [109445978.0, 0.7, -0.6] [25303700.5, 0.9, -0.5] [8148730.9, 0.5, 0.4] [36697923.7, 0.3, -0.4]
2020-09-16 [118077999.8, 0.6, -0.6] [9151715.3, 1.0, -0.2] [2761437.0, 0.5, 0.4] [39856057.2, 0.2, -0.4]
2020-09-17 [58927033.2, 0.8, -0.4] [4780629.4, 0.6, 0.2] [41447887.8, 0.4, -0.1] [19756308.1, 0.4, -0.2]
2020-09-18 [78629872.2, 0.5, -0.2] [15613349.0, 0.3, 0.2] [37703543.3, 0.2, 0.1] [23350276.0, 0.0, 0.0]
2020-09-21 [2743634.2, 1.8, -0.7] [32074121.9, 1.1, -0.9] [46801172.9, 0.2, -0.1] [42969382.7, -0.5, -0.2]
2020-09-22 [169638831.2, 1.0, -1.6] [30052044.6, 0.9, -0.7] [60623996.0, 0.0, -0.2] [51380274.8, -0.4, -0.6]
2020-09-23 [66726776.3, 0.5, -0.1] [38974600.7, 1.1, -1.2] [73098468.9, -0.2, -0.2] [49525989.4, -0.2, -0.7]
2020-09-24 [74445396.7, 0.5, -0.1] [35165613.0, 0.7, -0.6] [68951710.8, -0.1, -0.2] [48169013.0, -0.1, -0.7]
2020-09-25 [83426712.4, 0.4, -0.1] [32885559.2, 0.7, -0.6] [65955833.1, -0.2, -0.1] [40162997.5, -0.0, -0.5]
2020-09-28 [96999275.9, 0.3, -0.1] [33754331.6, 0.7, -0.6] [76256114.1, -0.3, -0.2] [58231505.4, -0.3, -0.9]
2020-09-29 [102076166.1, 0.4, -0.2] [38725262.1, 0.7, -0.6] [54911560.6, -0.1, 0.0] [64234968.1, -0.1, -1.2]
2020-09-30 [34475551.6, 0.6, 0.0] [30323407.0, 0.5, -0.4] [58681080.7, -0.2, 0.0] [55452984.8, -0.1, -0.8]
2020-10-01 [20014801.4, 0.2, 0.5] [23129749.4, 0.3, -0.0] [59210546.4, -0.3, 0.1] [59454212.2, -0.3, -0.8]
2020-10-02 [34739512.1, 0.3, 0.3] [34701150.5, -0.2, 0.1] [61336744.7, -0.3, 0.1] [54270759.0, -0.4, -0.6]
2020-10-05 [57633892.9, 0.4, -0.0] [54362237.5, -0.7, -0.1] [-23151564.4, 0.3, 1.3] [54145985.6, -0.4, -0.6]
2020-10-06 [73816096.4, 0.1, 0.1] [89652983.3, -1.1, -0.9] [-7929985.7, -0.2, 1.6] [45716360.1, -0.3, -0.4]
2020-10-07 [111630522.7, -0.1, -0.1] [54455933.8, -0.5, -0.4] [42377837.8, -0.2, 0.6] [49474069.4, -0.3, -0.5]
2020-10-08 [120162520.7, -0.2, -0.1] [55688335.8, -0.5, -0.4] [55239582.7, -0.3, 0.5] [35238533.4, -0.2, -0.2]
2020-10-09 [121519106.2, -0.2, -0.2] [51579049.3, -0.5, -0.3] [57868391.2, -0.3, 0.5] [43966736.1, -0.6, -0.2]
2020-10-12 [132374805.1, -0.3, -0.2] [45922247.4, -0.3, -0.3] [75103589.6, -0.4, 0.4] [38670643.6, -0.5, -0.1]
2020-10-13 [215470308.8, -0.2, -1.1] [57327041.6, -0.1, -0.8] [118690818.9, -0.6, -0.0] [29573973.6, -0.3, -0.1]
2020-10-14 [191439954.4, 0.2, -1.2] [53850791.6, 0.0, -0.9] [112422098.4, -0.5, -0.1] [40277223.3, -0.8, -0.1]
2020-10-15 [100447722.1, 0.2, -0.2] [29081294.9, 0.1, -0.0] [24347471.0, 0.1, 0.5] [57708632.7, -1.1, -0.7]
2020-10-16 [101594099.3, 0.3, -0.2] [31165694.2, -0.0, 0.1] [-2535820.2, 0.3, 0.6] [55966911.0, -1.0, -0.6]
2020-10-19 [99703506.2, 0.3, -0.2] [41198152.1, -0.2, -0.1] [4439431.4, 0.3, 0.5] [35369076.0, -0.5, -0.2]
2020-10-20 [119397756.3, 0.2, -0.3] [40494772.1, -0.2, -0.1] [19619106.0, 0.2, 0.4] [18323409.9, -0.1, 0.1]
2020-10-21 [149629371.6, 0.1, -0.4] [54502217.5, -0.2, -0.4] [33926626.5, 0.2, -0.0] [10500683.7, 0.0, 0.4]
2020-10-22 [174793143.7, -0.1, -0.4] [51835619.2, -0.1, -0.3] [47814492.3, -0.2, 0.1] [2869446.5, 0.1, 0.6]
2020-10-23 [41027462.3, 0.3, 0.2] [45777747.2, -0.0, -0.2] [62415193.2, -0.4, 0.1] [4623434.4, 0.1, 0.6]
2020-10-26 [7695840.5, 0.6, 0.3] [45694300.3, 0.2, -0.4] [34461197.4, 0.5, -0.2] [12309321.2, 0.3, -0.0]
2020-10-27 [72486844.6, 0.1, 0.2] [49588480.1, 0.3, -0.7] [23835297.1, 0.7, -0.1] [5303989.0, 1.0, -0.2]
2020-10-28 [70617169.1, -0.0, 0.3] [42879645.1, 0.2, -0.5] [31426069.8, 0.6, -0.1] [22367899.6, 0.5, -0.9]
2020-10-29 [90857963.5, -0.1, 0.2] [45883207.5, 0.1, -0.4] [40860087.6, 0.5, -0.1] [13203666.7, -0.0, 0.3]
2020-10-30 [103593250.7, -0.0, -0.0] [48837791.0, 0.1, -0.4] [41011296.9, 0.5, -0.1] [14113089.2, -0.0, 0.3]
2020-11-02 [-47705519.9, 0.8, 0.8] [35372111.4, 0.4, -0.3] [52824395.6, 0.5, -0.3] [7287617.1, -0.0, 0.9]
2020-11-03 [10708409.2, 0.4, 0.6] [39634873.3, 0.2, -0.2] [51860787.0, 0.4, -0.2] [11180722.5, -0.0, 0.7]
2020-11-04 [74211423.5, 0.5, -0.1] [38697352.5, 0.3, -0.2] [10012134.7, 0.9, -0.1] [32007887.8, -0.3, -0.1]
2020-11-05 [99983086.4, 0.2, 0.0] [44558634.5, 0.1, -0.0] [9417018.7, 0.3, 0.4] [31033721.5, -0.2, -0.2]
2020-11-06 [94560502.7, 0.2, 0.1] [51004178.5, -0.0, -0.0] [27534387.8, -0.0, 0.4] [21817794.5, -0.0, 0.0]
2020-11-09 [141254577.4, 0.3, -0.4] [68260665.2, -0.1, -0.3] [36068800.3, -0.3, 0.5] [16953101.5, 0.1, 0.1]
2020-11-10 [173305110.6, 0.0, -0.4] [78884721.3, -0.2, -0.4] [176064315.3, -4.6, 2.2] [42091810.7, -0.4, -0.2]
2020-11-11 [187932995.9, -0.0, -0.4] [98577286.8, -0.4, -0.6] [-80304166.7, 0.4, 2.7] [40826981.1, 0.0, -0.5]
2020-11-12 [182990005.3, -0.1, -0.4] [72111754.8, -0.2, -0.3] [68179405.1, 0.2, -0.0] [29442288.8, 0.1, -0.1]
2020-11-13 [194716783.0, -0.2, -0.5] [65049551.2, -0.2, -0.3] [77627088.8, 0.2, -0.1] [29984178.6, 0.1, -0.2]
2020-11-16 [88766261.1, 0.2, -0.0] [43246070.4, 0.0, -0.1] [84765695.8, 0.1, -0.1] [29500978.3, 0.1, -0.1]
2020-11-17 [69416774.5, 0.5, -0.2] [28939503.2, 0.2, -0.1] [104813841.4, 0.1, -0.2] [36121827.5, 0.0, -0.1]
2020-11-18 [45464783.5, 0.5, -0.0] [21417499.9, 0.4, -0.1] [117008226.2, -0.0, -0.2] [44538724.5, -0.1, -0.2]
2020-11-19 [22381619.7, 0.6, 0.1] [18781524.9, 0.5, -0.1] [151545617.9, -0.2, -0.3] [63680331.9, -0.4, -0.3]
2020-11-20 [27567470.4, 0.8, -0.2] [19590594.4, 0.5, -0.2] [62311687.2, 0.2, -0.0] [38836273.7, -0.0, -0.0]
2020-11-23 [43134950.3, 0.0, 0.3] [33886075.5, 0.0, -0.2] [91497418.4, -0.4, 0.2] [40240792.8, -0.0, -0.1]
2020-11-24 [35772738.9, 0.5, -0.0] [18990892.1, 0.6, -0.2] [146087453.6, -0.8, -0.1] [33997878.2, 0.0, 0.0]
2020-11-25 [70221168.9, 0.3, -0.3] [25299003.2, 0.7, -0.5] [162706623.2, -0.4, -0.6] [37980190.5, -0.1, 0.1]
2020-11-27 [65064136.2, 0.2, -0.1] [25591584.5, 0.7, -0.6] [100086393.4, 0.1, -0.2] [46208721.0, -0.2, -0.0]
2020-11-30 [76386316.3, 0.1, -0.2] [26809924.2, 0.8, -0.7] [99145394.3, 0.1, -0.3] [38273959.4, -0.0, -0.0]
2020-12-01 [89573746.1, -0.2, -0.1] [34107463.9, 0.7, -0.8] [116393703.7, 0.2, -0.4] [31379543.2, 0.1, 0.0]
2020-12-02 [100660047.8, -0.1, -0.3] [34593691.6, 0.5, -0.6] [102894808.8, 0.2, -0.4] [19489631.0, 0.2, 0.0]
2020-12-03 [118706187.1, -0.2, -0.4] [39868263.4, 0.4, -0.7] [116653896.6, 0.3, -0.6] [14730438.2, 0.4, 0.0]
2020-12-04 [146867541.2, -0.3, -0.7] [31049772.8, 0.5, -0.6] [154836306.7, 0.1, -0.6] [32771008.7, 0.2, -0.3]
2020-12-07 [94176525.6, -0.0, -0.3] [30888212.1, 0.4, -0.5] [180359197.9, -0.0, -0.7] [35218246.6, 0.2, -0.4]
2020-12-08 [73830804.3, 0.1, -0.2] [40369234.2, 0.1, -0.6] [93468373.8, 0.1, 0.1] [34622790.4, 0.1, -0.4]
2020-12-09 [88611280.4, 0.0, -0.4] [43430807.1, 0.1, -0.7] [97993094.2, 0.1, 0.0] [36517597.3, 0.0, -0.4]
2020-12-10 [85642732.5, 0.2, -0.4] [46490568.7, -0.1, -0.6] [77123953.8, -0.0, 0.4] [36224136.0, 0.1, -0.4]
2020-12-11 [78073339.6, 0.4, -0.6] [34100063.9, 0.1, -0.4] [92435487.2, -0.2, 0.4] [40703597.6, -0.1, -0.3]
2020-12-14 [73659393.9, 0.1, -0.3] [36100210.3, -0.2, -0.2] [116903845.0, -0.2, 0.2] [54589749.0, -0.2, -0.7]
2020-12-15 [85468400.8, 0.1, -0.4] [61173755.8, -0.8, -0.5] [151619891.6, -0.4, 0.1] [57148982.8, -0.2, -0.7]
2020-12-16 [92090770.7, 0.0, -0.4] [50684481.4, -0.4, -0.5] [-11627966.2, 0.3, 0.7] [46323098.1, -0.1, -0.5]
2020-12-17 [64016673.2, -0.1, 0.2] [31141160.0, -0.1, -0.0] [-23503716.2, 0.1, 0.9] [45348817.3, -0.2, -0.4]
2020-12-18 [88951247.0, -0.2, 0.0] [24253713.9, 0.1, 0.1] [-34295538.8, 0.2, 0.9] [45826231.5, -0.1, -0.6]
2020-12-21 [61804282.2, -0.4, 0.7] [-62993789.6, 2.0, 1.6] [4406274.5, 0.1, 0.7] [34604018.2, 0.2, -0.5]
2020-12-22 [2630048.8, -0.0, 1.1] [-1627770.4, -0.1, 1.4] [45944876.5, 0.2, 0.2] [25056763.1, 0.2, -0.3]
2020-12-23 [115687372.8, -0.2, -0.3] [45784050.6, 0.1, -0.4] [37704043.1, 0.3, 0.2] [24058888.8, 0.2, -0.3]
2020-12-24 [82370857.4, 0.1, -0.2] [45238109.8, 0.1, -0.4] [61812998.8, 0.5, -0.4] [30578202.2, 0.2, -0.6]
2020-12-28 [16839201.2, 0.4, 0.2] [29826897.9, 0.3, -0.2] [44116453.2, 0.7, -0.4] [27470119.0, 0.4, -0.7]
2020-12-29 [80514697.7, 0.1, -0.2] [30884500.2, 0.3, -0.2] [98808949.4, 0.4, -0.9] [26004126.7, 0.3, -0.6]
2020-12-30 [82644316.8, 0.2, -0.3] [27315845.4, 0.3, -0.1] [59208800.2, 0.3, -0.3] [17210499.7, 0.3, -0.2]
**************************************************************************************************
Printing values of coeff: A,B and C in AR(2) 30-day rolling model
**************************************************************************************************
AMZN_30_2020_Coeff GOOG_30_2020_Coeff AAL_30_2020_Coeff NCLH_30_2020_Coeff
Date
2020-02-14 [62841182.3, 0.4, -0.1] [19779029.5, 0.7, -0.3] [3861182.7, 0.2, 0.4] [1295040.2, 0.3, 0.1]
2020-02-18 [60944329.6, 0.4, -0.1] [18616016.2, 0.7, -0.3] [3741506.0, 0.3, 0.4] [1195757.2, 0.3, 0.1]
2020-02-19 [59794337.5, 0.4, -0.1] [17840423.7, 0.7, -0.3] [4131566.9, 0.2, 0.4] [1197063.1, 0.3, 0.1]
2020-02-20 [58076983.2, 0.4, -0.1] [16628307.9, 0.7, -0.2] [3752652.9, 0.2, 0.4] [1206848.8, 0.3, 0.1]
2020-02-21 [57949595.8, 0.4, -0.1] [16260438.4, 0.7, -0.2] [3913307.1, 0.2, 0.4] [1218953.7, 0.3, 0.2]
2020-02-24 [60291690.7, 0.4, -0.1] [16918691.8, 0.7, -0.3] [4152750.7, 0.2, 0.4] [1036405.9, 0.5, 0.1]
2020-02-25 [63528785.8, 0.4, -0.2] [18528918.1, 0.8, -0.3] [4849677.7, 0.2, 0.4] [182118.4, 0.5, 0.5]
2020-02-26 [64022065.0, 0.4, -0.2] [18766219.8, 0.8, -0.3] [4101861.3, 0.4, 0.3] [224667.1, 0.5, 0.5]
2020-02-27 [65858515.5, 0.4, -0.2] [18448795.3, 0.8, -0.3] [4507377.2, 0.4, 0.3] [-75995.1, 0.5, 0.6]
2020-02-28 [67182945.7, 0.4, -0.1] [17630943.6, 0.8, -0.2] [2999412.5, 0.4, 0.5] [-469860.9, 0.7, 0.6]
2020-03-02 [64424493.6, 0.5, -0.1] [13408037.7, 0.9, -0.3] [966124.6, 0.6, 0.4] [-65262.7, 0.6, 0.6]
2020-03-03 [66109249.4, 0.5, -0.1] [16860421.7, 0.9, -0.3] [-324741.9, 0.6, 0.5] [411376.4, 0.7, 0.2]
2020-03-04 [64629551.3, 0.5, -0.1] [15308185.2, 0.8, -0.2] [1067895.9, 0.6, 0.4] [496671.1, 0.8, 0.1]
2020-03-05 [69021966.3, 0.4, -0.1] [15733454.7, 0.8, -0.2] [-262099.2, 0.7, 0.4] [569652.3, 0.8, 0.1]
2020-03-06 [70076427.8, 0.4, -0.1] [15398315.7, 0.8, -0.2] [-78814.3, 0.8, 0.3] [501149.2, 0.9, 0.1]
2020-03-09 [73355083.3, 0.4, -0.1] [15683561.6, 0.8, -0.2] [-764542.9, 0.8, 0.3] [283666.8, 1.0, 0.0]
2020-03-10 [79301035.3, 0.4, -0.1] [15203036.5, 0.8, -0.2] [780782.3, 0.7, 0.4] [453854.6, 1.0, 0.0]
2020-03-11 [85550113.1, 0.4, -0.2] [16940474.1, 0.8, -0.2] [646031.3, 0.5, 0.6] [-369949.7, 0.9, 0.4]
2020-03-12 [80220512.4, 0.4, -0.1] [16746167.9, 0.8, -0.1] [1332857.7, 0.3, 0.7] [-451006.7, 0.8, 0.5]
2020-03-13 [62638647.6, 0.3, 0.1] [13714818.6, 0.8, -0.1] [1489302.5, 0.4, 0.7] [-712644.4, 0.7, 0.6]
2020-03-16 [39395391.1, 0.6, 0.0] [12970749.5, 0.7, -0.0] [1511381.9, 0.4, 0.6] [-1434859.9, 1.0, 0.5]
2020-03-17 [31107202.1, 0.6, 0.2] [10437617.1, 0.7, 0.1] [126972.3, 0.5, 0.7] [-218645.9, 0.5, 0.8]
2020-03-18 [25315524.6, 0.6, 0.2] [7646694.4, 0.8, 0.0] [1725944.6, 0.2, 0.9] [1569510.4, 1.2, -0.3]
2020-03-19 [28770816.0, 0.6, 0.2] [6030056.5, 0.7, 0.2] [2665489.3, 0.3, 0.7] [1636076.4, 1.1, -0.2]
2020-03-20 [24091932.9, 0.6, 0.3] [8104955.0, 0.7, 0.2] [3027461.9, 0.3, 0.7] [1740540.7, 1.1, -0.2]
2020-03-23 [23996730.3, 0.6, 0.3] [8591347.8, 0.7, 0.2] [3793300.9, 0.3, 0.6] [2005945.2, 1.0, -0.0]
2020-03-24 [27409722.0, 0.6, 0.2] [8778980.3, 0.7, 0.2] [4760731.0, 0.4, 0.6] [2180444.3, 0.9, -0.0]
2020-03-25 [32411223.0, 0.6, 0.2] [10901066.8, 0.6, 0.2] [4876613.8, 0.3, 0.7] [1960840.7, 0.9, 0.0]
2020-03-26 [36430144.0, 0.6, 0.2] [12539633.0, 0.6, 0.3] [4133985.7, 0.5, 0.6] [2064968.2, 1.0, 0.0]
2020-03-27 [42099437.9, 0.5, 0.2] [13983332.7, 0.5, 0.3] [7818913.2, 0.5, 0.4] [2060526.5, 0.9, 0.0]
2020-03-30 [45873046.3, 0.5, 0.2] [16874741.5, 0.5, 0.2] [10488004.3, 0.5, 0.3] [2790051.5, 0.9, 0.0]
2020-03-31 [55408400.6, 0.5, 0.1] [21412403.4, 0.5, 0.2] [11942296.3, 0.6, 0.2] [3574644.5, 1.0, -0.1]
2020-04-01 [60782131.0, 0.5, 0.1] [25759034.7, 0.5, 0.1] [13330108.2, 0.6, 0.2] [3514944.5, 1.0, -0.1]
2020-04-02 [54767716.8, 0.5, 0.1] [26197560.2, 0.5, 0.1] [15746665.8, 0.5, 0.2] [3967283.0, 0.9, -0.1]
2020-04-03 [41705200.5, 0.5, 0.2] [16521820.8, 0.5, 0.2] [16609728.5, 0.5, 0.2] [4107289.6, 0.9, -0.1]
2020-04-06 [33986778.0, 0.5, 0.2] [17496615.3, 0.5, 0.2] [18361036.1, 0.6, 0.1] [4599919.1, 0.9, -0.1]
2020-04-07 [42426527.1, 0.5, 0.2] [20084135.8, 0.5, 0.2] [20320681.3, 0.6, 0.1] [5222708.5, 0.8, 0.0]
2020-04-08 [34175378.3, 0.5, 0.2] [16654157.6, 0.5, 0.2] [11194853.0, 0.7, 0.1] [5165577.5, 1.0, -0.1]
2020-04-09 [26361078.8, 0.5, 0.3] [11007351.2, 0.5, 0.3] [22101388.6, 0.5, 0.2] [8128817.7, 0.7, -0.0]
2020-04-13 [23527398.3, 0.5, 0.3] [10185313.0, 0.6, 0.2] [18302752.9, 0.4, 0.4] [8516349.9, 0.5, 0.3]
2020-04-14 [30891552.9, 0.5, 0.2] [7735777.7, 0.5, 0.3] [23797733.3, 0.3, 0.4] [10413730.3, 0.4, 0.3]
2020-04-15 [35036826.7, 0.6, 0.2] [11669338.7, 0.5, 0.3] [27225259.7, 0.3, 0.3] [12160890.8, 0.4, 0.3]
2020-04-16 [36721999.2, 0.5, 0.2] [7580213.4, 0.5, 0.4] [30636760.7, 0.3, 0.3] [14250987.2, 0.3, 0.3]
2020-04-17 [37231482.3, 0.5, 0.3] [7942498.9, 0.4, 0.4] [31982337.5, 0.3, 0.3] [15319721.5, 0.3, 0.2]
2020-04-20 [33771706.1, 0.4, 0.4] [5350824.6, 0.4, 0.5] [40347726.3, 0.3, 0.2] [17834465.4, 0.3, 0.2]
2020-04-21 [42742222.4, 0.5, 0.2] [3716731.0, 0.5, 0.4] [40728043.5, 0.3, 0.1] [18044618.7, 0.3, 0.2]
2020-04-22 [44081084.0, 0.5, 0.2] [5084960.3, 0.4, 0.5] [42633415.4, 0.3, 0.1] [18358613.0, 0.3, 0.1]
2020-04-23 [32635136.1, 0.5, 0.2] [2872294.5, 0.5, 0.5] [46585128.1, 0.3, 0.1] [16101466.3, 0.3, 0.2]
2020-04-24 [31830837.2, 0.5, 0.2] [1779005.8, 0.4, 0.6] [46115337.3, 0.3, 0.1] [13234722.4, 0.4, 0.2]
2020-04-27 [28067682.7, 0.5, 0.3] [2434180.6, 0.4, 0.5] [42593740.7, 0.3, 0.1] [12590475.9, 0.4, 0.2]
2020-04-28 [36084063.9, 0.5, 0.2] [3075021.6, 0.4, 0.5] [43398733.4, 0.3, 0.1] [12365144.0, 0.3, 0.3]
2020-04-29 [38737950.6, 0.4, 0.2] [9641558.4, 0.3, 0.4] [47081492.2, 0.3, 0.1] [13838115.9, 0.3, 0.3]
2020-04-30 [44626351.8, 0.4, 0.2] [11322642.5, 0.6, 0.2] [45768428.5, 0.4, 0.1] [16245312.0, 0.4, 0.2]
2020-05-01 [63090362.3, 0.3, 0.2] [13507859.6, 0.5, 0.2] [46321184.9, 0.4, 0.1] [14177009.9, 0.5, 0.2]
2020-05-04 [59204406.1, 0.4, 0.1] [17665561.3, 0.6, 0.1] [46749939.6, 0.3, 0.1] [16590633.6, 0.4, 0.1]
2020-05-05 [75440358.8, 0.4, -0.0] [16762368.7, 0.6, 0.0] [38676256.8, 0.4, 0.1] [14939311.1, 0.5, 0.1]
2020-05-06 [78821461.8, 0.4, -0.1] [22592617.0, 0.6, -0.1] [40762258.3, 0.4, 0.1] [11817010.8, 0.4, 0.3]
2020-05-07 [72824338.9, 0.5, -0.1] [21959290.7, 0.6, -0.1] [42415274.1, 0.4, 0.1] [7841332.5, 0.7, 0.2]
2020-05-08 [66738024.3, 0.5, -0.1] [24578278.1, 0.6, -0.1] [41848820.3, 0.4, 0.1] [18182708.5, 0.7, -0.1]
2020-05-11 [60255386.6, 0.5, -0.1] [22305802.8, 0.6, -0.1] [42758715.2, 0.4, 0.1] [17323058.1, 0.7, -0.0]
2020-05-12 [56510222.2, 0.5, -0.0] [21752993.6, 0.6, -0.1] [44057689.3, 0.4, 0.1] [18251951.9, 0.6, -0.0]
2020-05-13 [52843123.5, 0.5, -0.0] [20348043.7, 0.6, -0.1] [41657445.4, 0.4, 0.1] [18647887.7, 0.6, -0.1]
2020-05-14 [55271476.7, 0.5, -0.0] [20593929.0, 0.6, -0.1] [43287721.9, 0.4, 0.1] [19641263.4, 0.6, -0.1]
2020-05-15 [54338285.7, 0.5, -0.0] [19613363.6, 0.6, -0.1] [40764493.9, 0.4, 0.1] [21141808.1, 0.6, -0.1]
2020-05-18 [50809736.8, 0.5, -0.0] [19580394.0, 0.6, -0.1] [35921156.4, 0.4, 0.2] [20591970.3, 0.6, -0.1]
2020-05-19 [50597926.0, 0.5, -0.0] [19784805.8, 0.6, -0.1] [39548206.8, 0.3, 0.2] [20783563.4, 0.6, 0.0]
2020-05-20 [50526299.9, 0.5, -0.0] [18408798.5, 0.6, -0.1] [35341066.3, 0.4, 0.2] [22051309.9, 0.6, 0.0]
2020-05-21 [49007105.1, 0.5, 0.0] [18985494.1, 0.6, -0.1] [38593356.1, 0.4, 0.0] [21240806.4, 0.6, 0.0]
2020-05-22 [46777553.5, 0.5, 0.0] [17659613.9, 0.6, -0.0] [33759352.5, 0.5, 0.0] [22432421.0, 0.6, 0.0]
2020-05-26 [42277496.8, 0.5, 0.1] [16806101.7, 0.6, -0.1] [28812760.8, 0.5, 0.1] [22686157.8, 0.6, 0.0]
2020-05-27 [41884286.9, 0.5, 0.1] [18240000.7, 0.7, -0.1] [36805463.8, 0.5, 0.0] [24477730.6, 0.6, 0.0]
2020-05-28 [53379608.2, 0.5, -0.1] [18171832.1, 0.7, -0.2] [35730121.8, 0.6, -0.1] [25994206.3, 0.6, 0.0]
2020-05-29 [50744415.9, 0.5, -0.0] [17889791.9, 0.7, -0.2] [35583226.2, 0.5, -0.0] [27937275.1, 0.6, 0.0]
2020-06-01 [49030972.4, 0.5, -0.0] [17923920.7, 0.7, -0.2] [36274133.6, 0.5, -0.1] [29723354.9, 0.5, 0.0]
2020-06-02 [52616517.9, 0.5, -0.1] [17079897.6, 0.8, -0.2] [36770126.8, 0.6, -0.1] [32645233.0, 0.5, -0.0]
2020-06-03 [45438448.6, 0.6, -0.1] [16996192.7, 0.8, -0.2] [32972895.2, 0.6, -0.1] [36587120.8, 0.5, -0.0]
2020-06-04 [44853643.5, 0.6, -0.2] [15775260.1, 0.8, -0.2] [39206630.3, 0.6, -0.1] [41215049.2, 0.5, -0.1]
2020-06-05 [43379437.1, 0.6, -0.2] [15809143.8, 0.8, -0.2] [55603999.5, 1.3, -0.9] [47568050.9, 0.4, -0.1]
2020-06-08 [41680766.8, 0.7, -0.2] [16140136.4, 0.8, -0.2] [65088046.7, 1.1, -0.9] [52968255.9, 0.4, -0.1]
2020-06-09 [42093738.3, 0.7, -0.2] [14107635.8, 0.8, -0.2] [68184588.7, 1.1, -0.9] [57541511.1, 0.4, -0.2]
2020-06-10 [43464076.0, 0.7, -0.2] [17382223.8, 0.4, 0.1] [52754920.8, 0.9, -0.4] [58469091.1, 0.4, -0.2]
2020-06-11 [45267053.0, 0.7, -0.3] [23261336.4, 0.1, 0.1] [54172737.6, 0.9, -0.4] [58179703.7, 0.4, -0.1]
2020-06-12 [57301455.8, 0.3, -0.1] [29592577.8, 0.1, -0.0] [53452621.8, 0.9, -0.4] [59542516.9, 0.4, -0.1]
2020-06-15 [41713921.9, 0.5, -0.1] [25147023.5, 0.2, 0.0] [53469815.8, 0.9, -0.4] [60744191.3, 0.4, -0.1]
2020-06-16 [34876258.6, 0.4, 0.1] [27726237.2, 0.2, -0.1] [54274188.0, 0.9, -0.4] [40263928.0, 0.5, -0.0]
2020-06-17 [36198733.4, 0.4, 0.1] [26706318.0, 0.2, -0.0] [55180686.4, 0.9, -0.4] [41069858.4, 0.4, 0.0]
2020-06-18 [35446052.6, 0.4, 0.1] [27302568.6, 0.2, -0.0] [55019481.1, 0.8, -0.4] [32868047.2, 0.5, 0.1]
2020-06-19 [33427721.9, 0.5, 0.1] [28977669.6, 0.1, -0.1] [56154803.6, 0.8, -0.4] [30598764.3, 0.5, 0.1]
2020-06-22 [49129849.2, 0.3, 0.1] [31860570.3, 0.1, -0.1] [58748629.9, 0.8, -0.4] [33593976.1, 0.4, 0.2]
2020-06-23 [51311156.9, 0.2, 0.2] [36767263.7, -0.0, -0.1] [61129747.4, 0.8, -0.4] [37488148.9, 0.3, 0.2]
2020-06-24 [46365721.9, 0.2, 0.2] [36469495.3, 0.0, -0.1] [65049661.5, 0.8, -0.4] [35718207.0, 0.3, 0.2]
2020-06-25 [47677746.3, 0.2, 0.2] [36933178.7, 0.0, -0.1] [66965791.7, 0.8, -0.4] [36300231.4, 0.3, 0.2]
2020-06-26 [49367696.7, 0.2, 0.1] [36338899.7, -0.0, -0.1] [70871626.8, 0.8, -0.4] [38698799.6, 0.3, 0.2]
2020-06-29 [52973992.9, 0.1, 0.2] [44104625.9, -0.3, -0.0] [70714557.6, 0.8, -0.4] [24097007.2, 0.5, 0.2]
2020-06-30 [52756307.0, 0.1, 0.2] [38754144.3, -0.1, -0.0] [75034357.0, 0.8, -0.4] [23788062.7, 0.6, 0.1]
2020-07-01 [56681519.4, 0.1, 0.2] [35193791.4, -0.1, 0.1] [76360470.7, 0.8, -0.4] [19008405.4, 0.6, 0.2]
2020-07-02 [58198492.8, 0.1, 0.2] [36041372.0, -0.1, 0.0] [81723349.3, 0.8, -0.4] [18568699.4, 0.6, 0.2]
2020-07-06 [48848809.0, 0.3, 0.1] [37117133.7, -0.1, 0.0] [84263318.2, 0.7, -0.4] [15634520.7, 0.6, 0.2]
2020-07-07 [37979634.3, 0.3, 0.2] [36041728.4, -0.1, 0.1] [82138226.8, 0.8, -0.4] [12033970.8, 0.6, 0.2]
2020-07-08 [37000048.3, 0.3, 0.2] [35711655.6, -0.1, 0.1] [83705430.8, 0.8, -0.4] [5404508.5, 0.6, 0.3]
2020-07-09 [38569530.6, 0.4, 0.2] [34414999.9, -0.1, 0.1] [84515312.4, 0.8, -0.4] [5714436.6, 0.7, 0.2]
2020-07-10 [37287890.7, 0.4, 0.2] [33207873.3, -0.0, 0.1] [84296076.9, 0.8, -0.4] [4704117.7, 0.7, 0.2]
2020-07-13 [39996522.9, 0.3, 0.2] [34009556.8, -0.0, 0.1] [87313982.0, 0.7, -0.4] [7007348.3, 0.7, 0.2]
2020-07-14 [38561562.8, 0.3, 0.3] [35271977.2, -0.1, 0.1] [88251956.6, 0.7, -0.4] [5879930.2, 0.6, 0.3]
2020-07-15 [38850951.4, 0.4, 0.3] [37500995.3, -0.1, 0.0] [85969610.6, 0.7, -0.4] [3674951.3, 0.7, 0.3]
2020-07-16 [47298788.3, 0.3, 0.2] [38774486.5, -0.1, 0.0] [65979515.2, 0.7, -0.3] [10845455.5, 0.6, 0.3]
2020-07-17 [49163505.6, 0.3, 0.2] [38447276.8, -0.1, 0.0] [77408976.3, 0.2, 0.0] [11934738.5, 0.6, 0.2]
2020-07-20 [52150394.1, 0.3, 0.2] [38384024.1, -0.1, 0.0] [64722355.8, 0.4, 0.0] [12733345.6, 0.5, 0.2]
2020-07-21 [47344242.4, 0.2, 0.3] [38592206.2, -0.1, 0.0] [43744821.1, 0.3, 0.2] [11637839.3, 0.5, 0.3]
2020-07-22 [46354798.9, 0.3, 0.3] [37973366.2, -0.1, 0.0] [46793693.2, 0.4, 0.1] [14724712.4, 0.6, 0.1]
2020-07-23 [53304725.2, 0.3, 0.2] [33969388.5, -0.0, 0.1] [39964937.3, 0.4, 0.1] [16217759.3, 0.4, 0.2]
2020-07-24 [53781429.3, 0.2, 0.2] [33222661.0, -0.0, 0.1] [56796340.9, 0.4, 0.0] [21460539.5, 0.4, 0.2]
2020-07-27 [54077683.0, 0.3, 0.2] [32575171.1, -0.0, 0.1] [53243985.4, 0.3, 0.1] [17120533.8, 0.4, 0.2]
2020-07-28 [57783840.2, 0.2, 0.2] [31839946.4, -0.0, 0.1] [55642858.7, 0.3, 0.1] [20056599.2, 0.4, 0.2]
2020-07-29 [62433495.2, 0.2, 0.2] [32034459.3, -0.0, 0.1] [49249587.1, 0.3, 0.1] [20882828.8, 0.4, 0.1]
2020-07-30 [66445078.4, 0.2, 0.2] [30950041.3, -0.0, 0.1] [45603657.8, 0.3, 0.2] [17941868.9, 0.4, 0.2]
2020-07-31 [66669738.1, 0.2, 0.2] [28514031.8, -0.0, 0.1] [38497525.2, 0.4, 0.2] [18004781.3, 0.5, 0.1]
2020-08-03 [83699814.2, 0.3, -0.1] [32761058.5, 0.0, 0.0] [33593313.0, 0.4, 0.2] [17407907.5, 0.4, 0.1]
2020-08-04 [91019082.2, 0.3, -0.1] [28635711.2, 0.1, 0.1] [34300309.9, 0.2, 0.3] [17882273.3, 0.4, 0.1]
2020-08-05 [97730043.4, 0.2, -0.1] [28872353.2, 0.1, 0.1] [42127070.6, 0.1, 0.3] [18238952.9, 0.4, 0.1]
2020-08-06 [104734174.0, 0.2, -0.2] [29394934.8, 0.1, 0.1] [50447156.9, 0.1, 0.3] [17864321.1, 0.5, 0.1]
2020-08-07 [87887644.8, 0.3, -0.2] [23943442.9, 0.2, 0.1] [53870881.2, 0.2, 0.1] [18146140.3, 0.5, 0.1]
2020-08-10 [87517488.0, 0.4, -0.2] [20067266.7, 0.4, 0.0] [67985235.4, 0.1, 0.0] [17780213.7, 0.5, 0.1]
2020-08-11 [77713736.5, 0.5, -0.2] [23126878.3, 0.5, -0.2] [60953825.2, 0.0, 0.2] [18287948.1, 0.4, 0.1]
2020-08-12 [64677626.3, 0.5, -0.1] [22987350.3, 0.5, -0.2] [60399646.7, 0.2, 0.1] [19260673.0, 0.5, 0.1]
2020-08-13 [56564472.2, 0.5, -0.1] [22772408.8, 0.5, -0.2] [63549987.0, 0.1, 0.0] [19451065.1, 0.5, 0.1]
2020-08-14 [52853799.9, 0.5, -0.1] [22414116.2, 0.5, -0.2] [67378837.4, 0.1, -0.0] [19328695.7, 0.5, 0.0]
2020-08-17 [44268886.8, 0.6, -0.0] [21939038.3, 0.5, -0.1] [64219819.6, 0.2, -0.0] [19059728.7, 0.5, 0.0]
2020-08-18 [39007153.5, 0.6, -0.0] [22076867.0, 0.5, -0.1] [61145823.7, 0.2, -0.0] [17307008.9, 0.5, 0.0]
2020-08-19 [47319776.0, 0.6, -0.1] [23538435.7, 0.4, -0.2] [54975886.7, 0.2, 0.0] [15638630.1, 0.5, 0.0]
2020-08-20 [44675743.0, 0.5, -0.0] [22742176.6, 0.4, -0.1] [54348694.7, 0.2, 0.0] [15754066.9, 0.5, 0.0]
2020-08-21 [46980574.7, 0.6, -0.1] [22571532.5, 0.4, -0.1] [50111869.7, 0.2, 0.1] [13888099.0, 0.5, 0.1]
2020-08-24 [48945461.3, 0.5, -0.1] [22382549.0, 0.4, -0.1] [46597627.3, 0.3, 0.1] [12906325.4, 0.6, 0.1]
2020-08-25 [51334979.3, 0.5, -0.1] [22229094.1, 0.4, -0.1] [48074723.4, 0.3, 0.0] [13117291.4, 0.6, 0.0]
2020-08-26 [55586001.7, 0.5, -0.1] [23934209.8, 0.4, -0.1] [47862845.3, 0.3, 0.0] [14717729.5, 0.3, 0.3]
2020-08-27 [56737628.4, 0.5, -0.1] [22593728.1, 0.7, -0.3] [48897116.4, 0.3, 0.0] [20128856.1, 0.2, 0.2]
2020-08-28 [64494853.3, 0.5, -0.2] [29926899.4, 0.4, -0.3] [51985697.3, 0.2, 0.0] [22168871.0, 0.2, 0.2]
2020-08-31 [67375602.9, 0.5, -0.2] [29198711.5, 0.4, -0.2] [52112656.1, 0.2, 0.1] [25386931.5, 0.2, 0.0]
2020-09-01 [67605823.6, 0.4, -0.2] [31033755.3, 0.3, -0.2] [54139240.9, 0.2, 0.0] [24334460.8, 0.2, 0.1]
2020-09-02 [67694510.0, 0.5, -0.3] [30939484.4, 0.3, -0.2] [49632486.6, 0.2, 0.0] [25662352.1, 0.2, -0.1]
2020-09-03 [68818110.7, 0.4, -0.3] [32622873.8, 0.4, -0.2] [48476618.9, 0.3, -0.0] [23675017.2, 0.3, -0.1]
2020-09-04 [76304143.1, 0.4, -0.3] [32478408.3, 0.4, -0.3] [49669270.8, 0.3, -0.0] [30337258.7, 0.3, -0.2]
2020-09-08 [66185234.2, 0.6, -0.4] [31082953.5, 0.4, -0.2] [49978532.3, 0.3, -0.0] [29410850.7, 0.3, -0.2]
2020-09-09 [65617962.6, 0.6, -0.4] [31032024.0, 0.5, -0.2] [50683513.0, 0.3, -0.0] [29069203.7, 0.3, -0.2]
2020-09-10 [54238274.1, 0.7, -0.3] [31793467.2, 0.4, -0.2] [53179055.8, 0.3, -0.0] [29266772.9, 0.3, -0.2]
2020-09-11 [51944413.0, 0.6, -0.1] [26813323.6, 0.4, -0.2] [54824369.2, 0.2, -0.0] [29888820.4, 0.3, -0.2]
2020-09-14 [46973525.4, 0.6, -0.2] [25579187.9, 0.5, -0.2] [56442662.2, 0.3, -0.1] [27700485.7, 0.3, -0.2]
2020-09-15 [48469233.1, 0.6, -0.2] [25641043.2, 0.5, -0.2] [54250853.7, 0.3, -0.0] [26674649.4, 0.3, -0.2]
2020-09-16 [48389654.4, 0.6, -0.2] [24663961.3, 0.5, -0.2] [44072780.8, 0.3, 0.0] [26980719.9, 0.3, -0.2]
2020-09-17 [48873636.9, 0.6, -0.2] [23860385.1, 0.5, -0.2] [48940520.1, 0.2, 0.1] [25801279.7, 0.3, -0.2]
2020-09-18 [51398352.9, 0.6, -0.2] [24653189.2, 0.5, -0.2] [42945326.1, 0.2, 0.1] [25173390.6, 0.3, -0.2]
2020-09-21 [50021425.3, 0.8, -0.3] [27218431.8, 0.6, -0.3] [50138122.1, 0.3, -0.1] [26235923.6, 0.3, -0.2]
2020-09-22 [56136046.7, 0.7, -0.3] [27252909.4, 0.6, -0.3] [57718251.7, 0.1, -0.0] [27283512.4, 0.3, -0.2]
2020-09-23 [50784814.4, 0.6, -0.1] [31062305.8, 0.5, -0.3] [64432551.6, -0.0, -0.1] [28212257.7, 0.2, -0.2]
2020-09-24 [54713693.9, 0.6, -0.1] [32180783.5, 0.5, -0.3] [58766255.2, 0.0, -0.0] [27501933.6, 0.2, -0.2]
2020-09-25 [59064074.6, 0.6, -0.1] [32716939.7, 0.5, -0.3] [56293038.3, 0.0, 0.0] [26734804.0, 0.2, -0.2]
2020-09-28 [65588616.8, 0.5, -0.2] [32946421.5, 0.5, -0.3] [54333623.5, 0.0, 0.0] [30199047.7, 0.2, -0.2]
2020-09-29 [58808714.2, 0.6, -0.2] [33082985.3, 0.5, -0.3] [58141787.0, 0.0, 0.0] [32593492.3, 0.1, -0.2]
2020-09-30 [60682634.6, 0.6, -0.2] [31423800.1, 0.5, -0.3] [57026273.9, 0.0, 0.0] [33635586.1, 0.2, -0.3]
2020-10-01 [64326605.4, 0.6, -0.2] [32198212.7, 0.5, -0.3] [60500362.5, -0.0, -0.0] [38306246.5, 0.1, -0.4]
2020-10-02 [65955651.5, 0.6, -0.2] [31944626.5, 0.5, -0.3] [63042875.8, -0.1, 0.0] [38726396.1, 0.0, -0.3]
2020-10-05 [66647418.3, 0.6, -0.2] [31762359.4, 0.4, -0.3] [54160299.9, -0.0, 0.1] [34212645.6, 0.1, -0.2]
2020-10-06 [69712640.8, 0.6, -0.2] [28867894.1, 0.5, -0.2] [56467861.0, -0.1, 0.2] [31393025.7, 0.2, -0.3]
2020-10-07 [65915545.5, 0.6, -0.2] [24797178.2, 0.4, -0.1] [44699289.9, -0.1, 0.3] [33242011.0, 0.2, -0.3]
2020-10-08 [64425690.2, 0.6, -0.2] [20067024.8, 0.6, -0.2] [43636074.2, 0.0, 0.3] [30875163.5, 0.1, -0.2]
2020-10-09 [62060497.6, 0.6, -0.2] [18566263.1, 0.6, -0.1] [40601511.1, 0.0, 0.3] [32232846.8, 0.1, -0.3]
2020-10-12 [64310527.4, 0.6, -0.2] [18291814.3, 0.6, -0.1] [31616610.9, 0.0, 0.5] [32068394.7, 0.1, -0.3]
2020-10-13 [82265567.0, 0.6, -0.4] [20924883.8, 0.6, -0.2] [35559143.3, 0.0, 0.4] [29672365.8, 0.1, -0.2]
2020-10-14 [89568244.5, 0.5, -0.3] [20445315.4, 0.6, -0.1] [35571570.4, 0.0, 0.4] [30481275.0, 0.1, -0.2]
2020-10-15 [71594938.8, 0.5, -0.2] [21325578.2, 0.4, -0.1] [34321304.7, 0.0, 0.4] [24392323.1, 0.2, -0.1]
2020-10-16 [73580820.1, 0.4, -0.1] [22913569.3, 0.4, -0.0] [31318365.2, 0.0, 0.4] [27228592.9, -0.0, -0.0]
2020-10-19 [71401632.9, 0.4, -0.1] [27171688.5, 0.3, -0.1] [27732754.5, 0.1, 0.4] [29993228.2, -0.1, -0.1]
2020-10-20 [70828975.4, 0.4, -0.1] [26757777.3, 0.3, -0.1] [31487398.3, 0.0, 0.4] [26737549.0, -0.0, -0.1]
2020-10-21 [71647848.1, 0.4, -0.1] [27986523.4, 0.3, -0.2] [29987299.1, 0.1, 0.4] [23975392.3, 0.0, -0.1]
2020-10-22 [71000805.6, 0.4, -0.1] [27173924.0, 0.4, -0.2] [26781174.2, 0.1, 0.4] [20482398.3, 0.1, 0.0]
2020-10-23 [68967115.0, 0.4, -0.1] [29465480.8, 0.4, -0.2] [35074623.2, -0.0, 0.4] [18968541.6, 0.1, 0.1]
2020-10-26 [66077551.3, 0.4, -0.1] [29983206.7, 0.4, -0.2] [35308438.5, 0.1, 0.3] [18271058.9, 0.1, 0.1]
2020-10-27 [73998714.8, 0.4, -0.1] [31110319.6, 0.3, -0.2] [26842095.2, 0.2, 0.4] [18849577.0, 0.1, 0.0]
2020-10-28 [65203508.0, 0.3, 0.0] [29491172.3, 0.3, -0.2] [29417748.9, 0.2, 0.4] [18756818.1, 0.1, 0.1]
2020-10-29 [66028916.4, 0.2, 0.1] [27975872.7, 0.2, -0.1] [30018822.5, 0.1, 0.4] [19066120.5, 0.1, 0.1]
2020-10-30 [68529182.9, 0.2, 0.1] [34648422.9, 0.0, -0.1] [29880386.2, 0.1, 0.4] [19643486.4, 0.0, 0.1]
2020-11-02 [70709469.2, 0.4, -0.0] [26470337.1, 0.3, -0.0] [30356223.4, 0.2, 0.3] [19627706.2, -0.0, 0.1]
2020-11-03 [61836983.3, 0.4, -0.0] [25006484.1, 0.3, 0.0] [30326695.5, 0.1, 0.4] [19023338.1, 0.0, 0.1]
2020-11-04 [71756561.0, 0.4, -0.1] [28101139.3, 0.3, -0.1] [28553472.9, 0.1, 0.4] [20826362.7, 0.0, 0.0]
2020-11-05 [67175077.8, 0.4, 0.0] [27073232.1, 0.2, 0.1] [28887026.3, 0.1, 0.4] [19107431.2, 0.0, 0.1]
2020-11-06 [68315046.5, 0.3, 0.0] [26771185.7, 0.2, 0.1] [27959247.1, 0.2, 0.4] [20809284.6, -0.1, 0.1]
2020-11-09 [75881825.7, 0.3, -0.0] [29289174.7, 0.2, -0.0] [26711272.8, 0.2, 0.4] [16094365.4, -0.0, 0.2]
2020-11-10 [78085980.0, 0.3, 0.0] [29557537.9, 0.2, 0.0] [50823285.8, -0.2, 0.4] [25080716.2, -0.2, 0.0]
2020-11-11 [79153124.2, 0.3, -0.0] [30014284.2, 0.2, -0.0] [38158897.7, 0.2, 0.2] [19735749.2, 0.1, -0.0]
2020-11-12 [84716914.0, 0.3, -0.1] [32279842.4, 0.2, -0.0] [45776513.4, 0.2, 0.1] [18996351.9, 0.1, 0.0]
2020-11-13 [86788032.4, 0.3, -0.1] [33671405.6, 0.2, -0.1] [45678758.5, 0.3, 0.0] [19130623.9, 0.1, 0.0]
2020-11-16 [79398927.6, 0.3, -0.1] [34670186.2, 0.2, -0.1] [45646617.8, 0.3, 0.0] [18432168.9, 0.2, 0.0]
2020-11-17 [78230121.1, 0.4, -0.1] [33009661.6, 0.2, -0.1] [47452015.0, 0.3, 0.0] [18995485.9, 0.2, 0.0]
2020-11-18 [74757841.2, 0.4, -0.1] [32850863.1, 0.2, -0.1] [46989594.7, 0.3, 0.0] [18902450.7, 0.2, 0.0]
2020-11-19 [61466823.5, 0.5, -0.0] [31320359.9, 0.2, -0.0] [46944259.6, 0.3, 0.0] [15380948.5, 0.2, 0.2]
2020-11-20 [37282390.4, 0.5, 0.2] [27093479.2, 0.3, 0.0] [47233986.7, 0.2, 0.1] [16334212.0, 0.2, 0.2]
2020-11-23 [33162646.0, 0.5, 0.1] [29436510.3, 0.3, -0.0] [47011691.8, 0.2, 0.1] [17038726.3, 0.2, 0.1]
2020-11-24 [38049877.6, 0.5, 0.1] [29562310.4, 0.3, -0.1] [51266072.8, 0.2, 0.0] [17437016.4, 0.2, 0.1]
2020-11-25 [34447251.8, 0.5, 0.1] [30278596.3, 0.3, -0.1] [54340811.5, 0.3, 0.0] [17925439.1, 0.2, 0.1]
2020-11-27 [33945205.1, 0.5, 0.1] [30156952.0, 0.3, -0.1] [58192808.6, 0.3, -0.0] [18913691.2, 0.2, 0.1]
2020-11-30 [27453095.2, 0.6, 0.1] [28234029.9, 0.3, -0.1] [62068119.0, 0.3, -0.0] [20326303.6, 0.2, 0.1]
2020-12-01 [29818174.2, 0.5, 0.2] [28223079.6, 0.3, -0.1] [65999073.9, 0.2, -0.1] [21466666.4, 0.2, 0.1]
2020-12-02 [31952917.4, 0.5, 0.1] [27515081.1, 0.3, -0.1] [70112303.8, 0.2, -0.1] [22815094.6, 0.2, 0.1]
2020-12-03 [30137604.1, 0.5, 0.2] [26243269.4, 0.3, -0.0] [67632338.6, 0.2, -0.1] [23649399.7, 0.1, 0.1]
2020-12-04 [29160140.4, 0.5, 0.1] [25515122.4, 0.3, -0.0] [71628763.1, 0.2, -0.1] [26181425.1, 0.1, 0.0]
2020-12-07 [22591930.2, 0.6, 0.1] [24451657.1, 0.3, -0.0] [70524952.8, 0.2, -0.1] [26369371.6, 0.1, 0.0]
2020-12-08 [21421757.2, 0.6, 0.1] [24434878.3, 0.4, -0.0] [62467528.4, 0.3, 0.0] [28031345.0, 0.1, -0.0]
2020-12-09 [22088616.7, 0.7, 0.1] [22894460.0, 0.4, -0.0] [64680335.7, 0.2, 0.0] [28211840.2, 0.1, -0.0]
2020-12-10 [23622274.3, 0.6, 0.1] [22552315.9, 0.4, -0.0] [65696461.0, 0.2, 0.1] [30870259.9, 0.1, -0.1]
2020-12-11 [26484677.2, 0.5, 0.1] [21397649.1, 0.3, -0.0] [70077854.8, 0.2, 0.1] [29678080.0, 0.1, -0.1]
2020-12-14 [29588476.4, 0.4, 0.2] [21199961.6, 0.3, 0.0] [76528086.1, 0.1, 0.1] [29939333.1, 0.1, -0.1]
2020-12-15 [23892287.4, 0.5, 0.2] [19625843.5, 0.3, 0.1] [83875395.5, 0.1, 0.0] [29445970.8, 0.1, -0.1]
2020-12-16 [30008124.2, 0.5, 0.1] [23179637.9, 0.4, -0.2] [93319787.3, 0.1, -0.0] [31960249.4, 0.1, -0.1]
2020-12-17 [33010174.1, 0.5, 0.1] [21458478.4, 0.5, -0.2] [100245715.9, 0.0, -0.0] [34376835.4, 0.0, -0.1]
2020-12-18 [30372369.0, 0.4, 0.2] [24428144.6, 0.5, -0.3] [108357782.2, 0.0, -0.1] [37066380.9, 0.0, -0.2]
2020-12-21 [41464733.2, 0.4, 0.0] [26807106.4, 0.6, -0.4] [68321787.9, 0.2, 0.0] [24990403.8, 0.2, -0.0]
2020-12-22 [57056901.8, 0.1, 0.2] [33301344.3, 0.2, -0.3] [70265863.5, 0.2, 0.1] [23699733.7, 0.2, -0.0]
2020-12-23 [66810100.3, 0.1, 0.0] [30916379.6, 0.3, -0.3] [57631316.8, 0.2, 0.2] [22042150.4, 0.2, 0.0]
2020-12-24 [71016007.8, 0.1, -0.2] [30739664.0, 0.3, -0.3] [54451990.6, 0.2, 0.2] [20922973.8, 0.2, 0.1]
2020-12-28 [51426463.0, 0.3, -0.0] [26633297.9, 0.3, -0.2] [49370232.7, 0.2, 0.2] [18791578.5, 0.3, 0.1]
2020-12-29 [80159837.9, 0.1, -0.2] [27831453.9, 0.3, -0.3] [42826900.7, 0.3, 0.2] [16352942.6, 0.3, 0.1]
2020-12-30 [81069339.9, 0.1, -0.3] [26665724.0, 0.3, -0.2] [41136634.0, 0.3, 0.2] [14482385.0, 0.3, 0.1]
**************************************************************************************************
Printing values of coeff: A,B and C in AR(2) 60-day rolling model
**************************************************************************************************
AMZN_60_2020_Coeff GOOG_60_2020_Coeff AAL_60_2020_Coeff NCLH_60_2020_Coeff
Date
2020-03-30 [36689477.3, 0.6, 0.1] [8311144.2, 0.7, 0.1] [2493588.3, 0.6, 0.3] [779114.8, 1.0, 0.0]
2020-03-31 [37127364.4, 0.6, 0.1] [8253418.1, 0.7, 0.1] [2789228.5, 0.6, 0.3] [1004794.6, 1.0, -0.1]
2020-04-01 [37347167.3, 0.6, 0.1] [8590987.8, 0.8, 0.1] [2943216.7, 0.6, 0.3] [1019896.3, 1.0, -0.1]
2020-04-02 [37807166.6, 0.6, 0.1] [8717136.4, 0.8, 0.1] [2912272.5, 0.6, 0.3] [1072582.9, 1.0, -0.1]
2020-04-03 [38578355.7, 0.6, 0.1] [8800322.8, 0.8, 0.1] [3065427.0, 0.7, 0.3] [1105697.1, 1.0, -0.0]
2020-04-06 [38944562.6, 0.6, 0.1] [8763435.3, 0.7, 0.1] [2942883.6, 0.7, 0.3] [1160725.7, 1.0, -0.0]
2020-04-07 [41471423.2, 0.6, 0.1] [9213830.2, 0.8, 0.1] [2836679.0, 0.7, 0.2] [1243092.0, 0.9, 0.1]
2020-04-08 [41693659.4, 0.6, 0.1] [9403426.5, 0.7, 0.1] [1482303.7, 0.8, 0.2] [1167752.7, 1.1, -0.1]
2020-04-09 [42716964.9, 0.6, 0.1] [9797259.5, 0.7, 0.1] [3611250.4, 0.6, 0.4] [1802620.2, 0.8, 0.1]
2020-04-13 [44331509.1, 0.6, 0.1] [10316300.1, 0.7, 0.1] [3381092.1, 0.5, 0.5] [1692034.1, 0.6, 0.4]
2020-04-14 [45601726.8, 0.6, 0.1] [8519410.9, 0.8, 0.1] [4248714.9, 0.4, 0.5] [1844267.9, 0.5, 0.4]
2020-04-15 [47479309.8, 0.6, 0.0] [9275220.3, 0.8, 0.1] [4558902.2, 0.5, 0.4] [1914680.2, 0.5, 0.4]
2020-04-16 [49122248.4, 0.6, 0.0] [9072087.1, 0.7, 0.1] [4582304.4, 0.5, 0.5] [2014296.4, 0.5, 0.4]
2020-04-17 [50308717.0, 0.5, 0.1] [9958275.2, 0.7, 0.1] [4536893.0, 0.5, 0.5] [2087434.5, 0.5, 0.4]
2020-04-20 [52268938.6, 0.5, 0.1] [9414942.2, 0.7, 0.1] [5707708.6, 0.5, 0.4] [2213526.6, 0.5, 0.4]
2020-04-21 [56126837.4, 0.5, 0.0] [9290313.6, 0.7, 0.1] [5838601.3, 0.5, 0.4] [2294817.6, 0.5, 0.4]
2020-04-22 [58975733.5, 0.5, 0.0] [9910720.3, 0.7, 0.1] [6223065.6, 0.5, 0.4] [2391856.5, 0.5, 0.4]
2020-04-23 [62440247.4, 0.5, 0.0] [10686713.3, 0.7, 0.1] [6961686.6, 0.5, 0.4] [2438494.7, 0.5, 0.3]
2020-04-24 [57874301.6, 0.5, 0.1] [10402015.9, 0.7, 0.1] [7188380.1, 0.5, 0.4] [2499783.1, 0.5, 0.4]
2020-04-27 [43568820.0, 0.4, 0.2] [8647720.2, 0.7, 0.1] [7457698.5, 0.5, 0.4] [2628087.8, 0.5, 0.3]
2020-04-28 [34822226.3, 0.6, 0.1] [7605994.9, 0.6, 0.2] [7986460.5, 0.5, 0.4] [2818351.7, 0.5, 0.3]
2020-04-29 [31315177.8, 0.5, 0.2] [9059005.8, 0.6, 0.2] [8372181.1, 0.5, 0.4] [3050330.5, 0.6, 0.3]
2020-04-30 [31420695.9, 0.5, 0.2] [8469123.2, 0.7, 0.1] [8344722.6, 0.5, 0.3] [3081517.8, 0.6, 0.3]
2020-05-01 [37360237.6, 0.5, 0.2] [8885271.8, 0.6, 0.2] [9463715.0, 0.5, 0.3] [3098256.9, 0.7, 0.3]
2020-05-04 [35971093.1, 0.6, 0.2] [10004412.9, 0.7, 0.1] [10102734.0, 0.5, 0.3] [3812205.8, 0.6, 0.2]
2020-05-05 [41499536.0, 0.5, 0.1] [9768262.0, 0.7, 0.1] [9410090.3, 0.5, 0.3] [4115361.4, 0.7, 0.2]
2020-05-06 [41698587.2, 0.6, 0.1] [10077831.6, 0.7, 0.1] [11097778.4, 0.5, 0.3] [3053732.3, 0.6, 0.4]
2020-05-07 [41906852.9, 0.6, 0.1] [9929838.6, 0.7, 0.1] [12737823.3, 0.5, 0.3] [2792137.2, 0.7, 0.3]
2020-05-08 [42170056.1, 0.6, 0.1] [10685316.7, 0.7, 0.1] [13603968.1, 0.5, 0.3] [8134329.0, 0.7, 0.0]
2020-05-11 [42954132.1, 0.6, 0.1] [10480801.5, 0.7, 0.1] [14813566.7, 0.5, 0.3] [8306228.1, 0.7, 0.0]
2020-05-12 [43066110.5, 0.6, 0.1] [10796661.0, 0.7, 0.1] [15420380.0, 0.5, 0.3] [9194753.7, 0.7, 0.0]
2020-05-13 [43929045.2, 0.6, 0.1] [11334800.1, 0.7, 0.1] [16490509.1, 0.5, 0.2] [9585172.7, 0.7, 0.0]
2020-05-14 [46629822.9, 0.6, 0.1] [12144016.2, 0.7, 0.1] [18613509.5, 0.5, 0.2] [10067895.4, 0.7, 0.0]
2020-05-15 [43366635.0, 0.6, 0.1] [10883608.2, 0.7, 0.1] [20504188.5, 0.5, 0.2] [10597057.2, 0.7, -0.0]
2020-05-18 [40375514.6, 0.6, 0.1] [8730406.7, 0.6, 0.2] [20984659.6, 0.5, 0.2] [11077979.5, 0.7, -0.0]
2020-05-19 [39684697.6, 0.6, 0.1] [8814936.9, 0.7, 0.2] [23290511.3, 0.4, 0.2] [11365430.6, 0.7, 0.1]
2020-05-20 [39176666.0, 0.6, 0.1] [8014415.9, 0.6, 0.2] [25360933.3, 0.4, 0.2] [12123333.7, 0.6, 0.1]
2020-05-21 [36540565.7, 0.6, 0.1] [7777544.6, 0.7, 0.2] [25788029.4, 0.4, 0.2] [12443367.3, 0.6, 0.1]
2020-05-22 [36844302.2, 0.5, 0.1] [7008216.9, 0.6, 0.2] [25929615.5, 0.4, 0.2] [12770786.3, 0.6, 0.1]
2020-05-26 [32986535.9, 0.6, 0.2] [5923468.6, 0.7, 0.2] [25587550.6, 0.4, 0.2] [13397921.9, 0.6, 0.1]
2020-05-27 [32776708.0, 0.6, 0.1] [6758365.0, 0.6, 0.2] [31773756.3, 0.4, 0.2] [13847662.6, 0.6, 0.1]
2020-05-28 [33958355.6, 0.6, 0.1] [6621302.6, 0.6, 0.2] [33007016.7, 0.4, 0.1] [13918512.3, 0.6, 0.1]
2020-05-29 [32081221.9, 0.6, 0.2] [6162721.5, 0.6, 0.2] [35414640.1, 0.4, 0.1] [14766782.4, 0.6, 0.1]
2020-06-01 [31085128.3, 0.6, 0.2] [6069482.3, 0.6, 0.2] [36100173.0, 0.4, 0.1] [15095580.7, 0.6, 0.1]
2020-06-02 [27594227.4, 0.6, 0.2] [5339272.8, 0.6, 0.2] [37175785.8, 0.4, 0.1] [15930236.0, 0.6, 0.1]
2020-06-03 [25909348.1, 0.6, 0.2] [4963790.9, 0.7, 0.2] [36380187.2, 0.4, 0.1] [16057640.4, 0.6, 0.1]
2020-06-04 [24511609.5, 0.6, 0.2] [4766917.3, 0.7, 0.2] [40393058.1, 0.4, 0.0] [16520153.3, 0.6, 0.1]
2020-06-05 [23657794.9, 0.6, 0.1] [4899228.6, 0.6, 0.2] [51039926.6, 0.7, -0.3] [16387385.9, 0.6, 0.1]
2020-06-08 [23372381.6, 0.6, 0.1] [5334103.0, 0.6, 0.2] [39129066.7, 1.0, -0.5] [15101083.3, 0.6, 0.1]
2020-06-09 [24663411.4, 0.6, 0.1] [6047036.1, 0.6, 0.2] [58423499.2, 1.0, -0.7] [14902428.1, 0.6, 0.1]
2020-06-10 [28755282.3, 0.6, 0.1] [6087708.1, 0.6, 0.2] [46595503.3, 0.8, -0.4] [15823962.4, 0.6, 0.1]
2020-06-11 [29808943.9, 0.6, 0.1] [7338093.5, 0.6, 0.2] [45762109.9, 0.8, -0.3] [14719094.7, 0.6, 0.1]
2020-06-12 [34109086.1, 0.6, 0.1] [7716055.0, 0.6, 0.2] [46333032.6, 0.8, -0.3] [15039656.5, 0.6, 0.1]
2020-06-15 [37040038.8, 0.6, 0.1] [8232672.3, 0.6, 0.1] [46378020.2, 0.8, -0.3] [14652965.3, 0.6, 0.1]
2020-06-16 [36545051.0, 0.6, 0.1] [9708580.9, 0.6, 0.1] [46959402.7, 0.8, -0.3] [16236067.9, 0.6, 0.1]
2020-06-17 [36772344.4, 0.6, 0.1] [9594305.8, 0.6, 0.1] [45969540.0, 0.8, -0.3] [15441161.8, 0.6, 0.1]
2020-06-18 [35836321.5, 0.6, 0.1] [12391068.6, 0.6, 0.0] [46219289.3, 0.8, -0.3] [15637735.6, 0.6, 0.1]
2020-06-19 [34619189.4, 0.6, 0.1] [13466364.1, 0.6, 0.0] [46415496.5, 0.8, -0.3] [15691166.2, 0.6, 0.1]
2020-06-22 [38323093.0, 0.6, 0.0] [16500677.2, 0.6, 0.0] [47463559.1, 0.8, -0.3] [16284673.9, 0.6, 0.1]
2020-06-23 [37116491.2, 0.5, 0.1] [17608673.8, 0.4, 0.1] [48280505.3, 0.8, -0.3] [16779392.8, 0.6, 0.1]
2020-06-24 [37146332.3, 0.5, 0.1] [18750281.4, 0.4, 0.0] [50393270.8, 0.8, -0.3] [17024463.8, 0.6, 0.1]
2020-06-25 [37163111.2, 0.5, 0.1] [19344800.4, 0.4, 0.0] [51355666.9, 0.8, -0.3] [18098728.9, 0.6, 0.1]
2020-06-26 [36340476.2, 0.5, 0.1] [18582182.0, 0.4, 0.0] [51738375.9, 0.8, -0.3] [18353749.7, 0.6, 0.1]
2020-06-29 [39284136.2, 0.5, 0.1] [22703452.0, 0.3, 0.1] [51738997.7, 0.8, -0.3] [19244991.3, 0.6, 0.1]
2020-06-30 [37641165.0, 0.5, 0.1] [24325141.3, 0.2, 0.1] [52065171.0, 0.8, -0.3] [18877638.1, 0.6, 0.1]
2020-07-01 [37652048.3, 0.5, 0.1] [25216463.2, 0.2, 0.1] [50745436.2, 0.8, -0.3] [17754288.5, 0.6, 0.1]
2020-07-02 [39209963.6, 0.5, 0.1] [25135732.5, 0.2, 0.1] [52193360.5, 0.8, -0.3] [19135385.4, 0.6, 0.1]
2020-07-06 [39280251.9, 0.5, 0.1] [25340501.6, 0.2, 0.1] [50915448.9, 0.8, -0.3] [18030487.1, 0.6, 0.1]
2020-07-07 [37370535.0, 0.5, 0.1] [25189891.4, 0.2, 0.1] [51627138.0, 0.8, -0.3] [18503529.0, 0.6, 0.1]
2020-07-08 [38380591.9, 0.5, 0.1] [25071755.2, 0.2, 0.1] [51484344.4, 0.8, -0.3] [17707660.9, 0.6, 0.1]
2020-07-09 [38922924.9, 0.4, 0.1] [24392320.4, 0.2, 0.1] [50110180.0, 0.8, -0.3] [18824005.0, 0.6, 0.1]
2020-07-10 [46983198.1, 0.4, 0.0] [24420682.9, 0.2, 0.1] [50538026.2, 0.8, -0.3] [18984706.0, 0.6, 0.1]
2020-07-13 [47135251.1, 0.4, 0.0] [24790825.9, 0.2, 0.1] [50910543.7, 0.8, -0.3] [19910123.6, 0.6, 0.1]
2020-07-14 [42585526.4, 0.4, 0.1] [24686577.5, 0.2, 0.1] [50573540.6, 0.8, -0.3] [19869650.2, 0.6, 0.1]
2020-07-15 [44351717.7, 0.5, 0.0] [24607650.4, 0.2, 0.1] [50878022.1, 0.8, -0.3] [20165124.9, 0.6, 0.1]
2020-07-16 [42274811.7, 0.5, 0.0] [24596009.3, 0.2, 0.1] [53087545.7, 0.8, -0.3] [24670054.3, 0.6, 0.1]
2020-07-17 [41311018.7, 0.5, 0.0] [24236115.4, 0.2, 0.1] [53263614.6, 0.8, -0.3] [25898458.5, 0.6, 0.1]
2020-07-20 [42362612.0, 0.5, 0.0] [24047918.0, 0.2, 0.1] [53341769.9, 0.8, -0.3] [27595550.3, 0.6, 0.1]
2020-07-21 [40496947.6, 0.5, 0.1] [24015668.1, 0.2, 0.1] [53606314.4, 0.8, -0.3] [28751169.0, 0.5, 0.0]
2020-07-22 [40489898.9, 0.5, 0.1] [22674008.0, 0.2, 0.1] [52032216.7, 0.8, -0.3] [29279358.4, 0.5, 0.0]
2020-07-23 [42417876.0, 0.5, 0.0] [24256613.6, 0.1, 0.1] [50819484.9, 0.8, -0.3] [26675974.6, 0.6, 0.0]
2020-07-24 [41673625.4, 0.5, 0.0] [28224484.5, 0.0, 0.1] [52861719.8, 0.8, -0.3] [26836717.5, 0.6, 0.0]
2020-07-27 [46940341.9, 0.4, 0.1] [29412782.7, 0.0, 0.1] [50754943.8, 0.8, -0.3] [25342782.9, 0.6, 0.1]
2020-07-28 [37400381.4, 0.4, 0.1] [28432765.6, 0.0, 0.1] [50516829.8, 0.8, -0.3] [25324461.2, 0.6, 0.1]
2020-07-29 [31569897.4, 0.4, 0.3] [28563253.4, 0.0, 0.1] [49999959.1, 0.8, -0.3] [18369154.5, 0.6, 0.1]
2020-07-30 [31241130.2, 0.4, 0.3] [28263920.5, 0.0, 0.1] [49359439.9, 0.8, -0.3] [17776570.3, 0.5, 0.2]
2020-07-31 [36658584.0, 0.4, 0.3] [28623403.0, 0.0, 0.1] [48690489.3, 0.8, -0.3] [12612371.3, 0.6, 0.2]
2020-08-03 [38870853.6, 0.4, 0.2] [31905568.7, 0.0, 0.0] [48708085.9, 0.8, -0.3] [11538158.3, 0.6, 0.2]
2020-08-04 [43027552.1, 0.4, 0.2] [30063697.6, 0.1, 0.0] [48519038.6, 0.8, -0.3] [11686657.1, 0.5, 0.3]
2020-08-05 [45735246.3, 0.4, 0.1] [29960780.7, 0.1, 0.0] [48714955.9, 0.8, -0.3] [11239654.2, 0.5, 0.3]
2020-08-06 [43833560.4, 0.4, 0.1] [29423758.2, 0.1, 0.1] [50107229.7, 0.8, -0.3] [10199297.1, 0.5, 0.3]
2020-08-07 [44557762.4, 0.4, 0.1] [29323401.8, 0.1, 0.1] [50925130.8, 0.8, -0.3] [9604137.3, 0.5, 0.3]
2020-08-10 [44153697.1, 0.4, 0.1] [29445605.3, 0.1, 0.1] [51913453.1, 0.7, -0.3] [9305451.5, 0.5, 0.3]
2020-08-11 [42862724.0, 0.4, 0.1] [29372806.1, 0.1, 0.0] [52484488.2, 0.7, -0.3] [8529434.1, 0.6, 0.3]
2020-08-12 [42642480.2, 0.4, 0.1] [29149183.0, 0.1, 0.0] [53809419.9, 0.7, -0.3] [9066575.6, 0.6, 0.2]
2020-08-13 [42053256.3, 0.4, 0.1] [28822815.8, 0.1, 0.1] [54668566.9, 0.7, -0.3] [8290630.1, 0.6, 0.2]
2020-08-14 [40073919.6, 0.4, 0.1] [28904092.2, 0.1, 0.0] [55132704.1, 0.7, -0.3] [7421331.8, 0.6, 0.2]
2020-08-17 [39142021.9, 0.5, 0.1] [28869082.1, 0.1, 0.1] [56005569.5, 0.7, -0.3] [7049225.3, 0.7, 0.2]
2020-08-18 [37635023.9, 0.5, 0.1] [27805864.0, 0.1, 0.1] [53766490.2, 0.7, -0.3] [6556656.9, 0.7, 0.2]
2020-08-19 [39732374.1, 0.5, 0.1] [28419360.8, 0.1, 0.1] [52392736.2, 0.7, -0.3] [5874530.4, 0.6, 0.2]
2020-08-20 [40193453.5, 0.5, 0.1] [28402227.0, 0.1, 0.1] [52767042.9, 0.7, -0.3] [6363265.4, 0.7, 0.2]
2020-08-21 [40366620.3, 0.5, 0.1] [28356187.7, 0.1, 0.1] [51353205.8, 0.7, -0.3] [5550646.1, 0.6, 0.2]
2020-08-24 [41532507.7, 0.5, 0.1] [28312053.5, 0.1, 0.1] [51006797.5, 0.7, -0.3] [4939840.6, 0.7, 0.2]
2020-08-25 [44612915.5, 0.4, 0.1] [28476091.4, 0.1, 0.1] [53431343.7, 0.7, -0.3] [6789244.1, 0.6, 0.2]
2020-08-26 [46247845.1, 0.4, 0.1] [29991884.6, 0.1, 0.0] [51808326.3, 0.7, -0.3] [6078119.8, 0.6, 0.3]
2020-08-27 [49690309.6, 0.4, 0.1] [29974586.8, 0.2, -0.0] [41688490.1, 0.7, -0.2] [6220883.6, 0.6, 0.3]
2020-08-28 [51476753.9, 0.4, 0.1] [30868112.0, 0.1, -0.0] [54333691.3, 0.3, 0.1] [7402619.6, 0.6, 0.3]
2020-08-31 [52370662.0, 0.4, 0.1] [31856919.5, 0.1, -0.0] [43893524.3, 0.4, 0.1] [8055064.3, 0.5, 0.3]
2020-09-01 [51337480.4, 0.4, 0.1] [32178681.4, 0.1, -0.0] [32580630.6, 0.4, 0.2] [7138750.9, 0.5, 0.3]
2020-09-02 [49606805.0, 0.4, 0.1] [32489227.5, 0.1, -0.0] [36710737.3, 0.4, 0.2] [8918108.8, 0.6, 0.2]
2020-09-03 [49316617.7, 0.4, 0.1] [32318526.1, 0.1, -0.0] [36454727.0, 0.4, 0.2] [10355565.7, 0.5, 0.2]
2020-09-04 [55212114.2, 0.4, 0.0] [31260672.7, 0.2, -0.0] [41060728.2, 0.4, 0.1] [14490647.2, 0.4, 0.2]
2020-09-08 [51689476.1, 0.5, -0.0] [29717879.3, 0.2, -0.0] [41363050.8, 0.3, 0.1] [13447063.3, 0.5, 0.2]
2020-09-09 [54065034.6, 0.5, -0.0] [28203143.8, 0.2, 0.0] [43379653.3, 0.3, 0.1] [15376925.8, 0.5, 0.1]
2020-09-10 [56387294.6, 0.4, -0.0] [28806097.2, 0.2, 0.0] [41692502.5, 0.4, 0.1] [14993467.7, 0.5, 0.1]
2020-09-11 [59263487.5, 0.4, -0.0] [29078746.6, 0.2, -0.0] [40736480.5, 0.3, 0.1] [14824617.1, 0.5, 0.1]
2020-09-14 [54610532.4, 0.5, -0.0] [27563794.0, 0.2, 0.0] [38941386.9, 0.4, 0.1] [15643510.5, 0.5, 0.1]
2020-09-15 [57040332.8, 0.5, -0.1] [26902516.1, 0.3, -0.0] [36685773.3, 0.4, 0.2] [15318013.5, 0.5, 0.1]
2020-09-16 [56535829.7, 0.5, -0.1] [26253654.2, 0.3, 0.0] [38672864.5, 0.3, 0.2] [15462733.4, 0.5, 0.1]
2020-09-17 [56831906.0, 0.5, -0.1] [25790647.9, 0.3, 0.0] [44301232.7, 0.2, 0.2] [16646076.5, 0.5, 0.1]
2020-09-18 [60279055.1, 0.5, -0.1] [26608416.8, 0.3, 0.0] [45449970.6, 0.2, 0.2] [16215791.8, 0.5, 0.1]
2020-09-21 [55615896.0, 0.6, -0.1] [24747824.4, 0.3, -0.0] [47429432.8, 0.2, 0.1] [16800195.8, 0.5, 0.1]
2020-09-22 [59363949.4, 0.6, -0.2] [21330744.2, 0.5, -0.1] [50351048.8, 0.2, 0.1] [17104861.2, 0.5, 0.1]
2020-09-23 [55676436.0, 0.6, -0.1] [24699656.4, 0.6, -0.2] [47365072.5, 0.2, 0.1] [16726224.5, 0.5, 0.1]
2020-09-24 [53478809.7, 0.6, -0.1] [24512391.5, 0.5, -0.2] [48267207.4, 0.2, 0.1] [16833279.1, 0.5, 0.0]
2020-09-25 [53014110.5, 0.6, -0.1] [24243712.3, 0.6, -0.2] [47618245.6, 0.2, 0.1] [16459173.4, 0.5, 0.0]
2020-09-28 [54042690.0, 0.6, -0.1] [24025755.3, 0.6, -0.2] [46617221.2, 0.2, 0.1] [17671564.9, 0.5, 0.0]
2020-09-29 [53022068.7, 0.6, -0.1] [24669797.5, 0.5, -0.2] [47090283.9, 0.2, 0.1] [17495921.2, 0.4, 0.0]
2020-09-30 [51977840.4, 0.6, -0.1] [24423632.6, 0.5, -0.2] [46453480.8, 0.2, 0.1] [17403436.9, 0.5, 0.0]
2020-10-01 [52638867.2, 0.6, -0.1] [25051474.8, 0.5, -0.2] [46816750.2, 0.2, 0.1] [18452102.9, 0.5, 0.0]
2020-10-02 [52404567.5, 0.6, -0.1] [24657282.9, 0.5, -0.2] [46726205.3, 0.2, 0.1] [17447340.6, 0.4, 0.0]
2020-10-05 [54038122.4, 0.6, -0.1] [24435144.0, 0.5, -0.2] [48639156.6, 0.2, 0.1] [17276031.4, 0.5, 0.0]
2020-10-06 [54904702.0, 0.6, -0.1] [24055001.7, 0.5, -0.2] [48653426.7, 0.1, 0.1] [16499946.2, 0.5, 0.0]
2020-10-07 [55355305.0, 0.5, -0.1] [23575923.5, 0.5, -0.2] [45517461.5, 0.2, 0.1] [15718268.9, 0.5, 0.0]
2020-10-08 [56354815.0, 0.5, -0.1] [23958118.4, 0.5, -0.2] [46025186.4, 0.1, 0.1] [16916838.7, 0.3, 0.1]
2020-10-09 [54915145.6, 0.6, -0.1] [23471445.2, 0.5, -0.2] [44781574.7, 0.1, 0.2] [21126675.6, 0.3, 0.0]
2020-10-12 [57597447.1, 0.6, -0.2] [23517819.0, 0.5, -0.2] [44760082.0, 0.1, 0.2] [22683593.1, 0.2, 0.0]
2020-10-13 [60798903.5, 0.6, -0.2] [25117834.2, 0.5, -0.2] [45391563.4, 0.1, 0.1] [24812677.8, 0.2, -0.0]
2020-10-14 [61002373.8, 0.6, -0.2] [25979104.6, 0.4, -0.2] [45921337.4, 0.1, 0.1] [24343197.1, 0.2, -0.0]
2020-10-15 [58755795.3, 0.6, -0.2] [25659719.2, 0.4, -0.1] [41788810.9, 0.2, 0.2] [24434935.2, 0.2, -0.1]
2020-10-16 [58709019.7, 0.6, -0.2] [26031254.1, 0.4, -0.2] [39843067.6, 0.2, 0.1] [23720975.4, 0.3, -0.1]
2020-10-19 [57772666.8, 0.6, -0.2] [26338167.9, 0.4, -0.2] [37929783.9, 0.2, 0.2] [22630084.9, 0.3, -0.1]
2020-10-20 [58485009.6, 0.6, -0.2] [26106753.9, 0.4, -0.2] [37911875.9, 0.2, 0.2] [21159060.8, 0.3, -0.0]
2020-10-21 [60388208.2, 0.5, -0.2] [27513792.9, 0.4, -0.2] [37387126.9, 0.2, 0.2] [19882337.8, 0.3, -0.0]
2020-10-22 [55827369.7, 0.6, -0.1] [27347720.0, 0.5, -0.2] [36939633.6, 0.2, 0.2] [18376300.9, 0.3, 0.0]
2020-10-23 [53784613.2, 0.5, -0.1] [25780972.0, 0.4, -0.2] [39813265.4, 0.2, 0.2] [17746963.3, 0.3, 0.0]
2020-10-26 [50049055.9, 0.6, -0.1] [25423469.1, 0.5, -0.2] [40693499.5, 0.2, 0.1] [17274414.6, 0.3, 0.0]
2020-10-27 [52645357.6, 0.5, -0.1] [26089165.6, 0.5, -0.2] [40223606.7, 0.2, 0.1] [17370679.9, 0.3, 0.0]
2020-10-28 [52240872.0, 0.5, -0.1] [25646995.6, 0.5, -0.2] [37910328.5, 0.2, 0.1] [17066569.0, 0.3, 0.0]
2020-10-29 [52738019.5, 0.5, -0.0] [25986651.7, 0.4, -0.2] [40311608.9, 0.2, 0.2] [17371416.8, 0.3, 0.0]
2020-10-30 [53800399.6, 0.5, -0.1] [26034673.4, 0.4, -0.2] [36658927.9, 0.2, 0.2] [16996114.6, 0.3, 0.0]
2020-11-02 [53120780.7, 0.5, -0.1] [26054114.0, 0.5, -0.2] [40818642.4, 0.2, 0.1] [18213057.2, 0.3, 0.0]
2020-11-03 [52769614.2, 0.6, -0.1] [27446541.8, 0.4, -0.2] [44867935.2, 0.1, 0.1] [19382249.7, 0.2, 0.0]
2020-11-04 [57646777.3, 0.5, -0.1] [28210756.1, 0.4, -0.2] [44960938.8, 0.1, 0.1] [20214607.6, 0.2, -0.0]
2020-11-05 [58632552.1, 0.5, -0.1] [28233685.5, 0.4, -0.1] [40106483.5, 0.1, 0.2] [19287468.9, 0.2, 0.0]
2020-11-06 [62279564.4, 0.5, -0.1] [29363057.7, 0.3, -0.1] [40156978.6, 0.1, 0.2] [18824315.1, 0.2, 0.0]
2020-11-09 [67352175.7, 0.5, -0.1] [30139983.4, 0.3, -0.1] [39025617.3, 0.1, 0.2] [18179008.8, 0.2, 0.0]
2020-11-10 [64759634.8, 0.5, -0.1] [29998667.3, 0.3, -0.1] [53228666.4, -0.1, 0.2] [22565301.1, 0.2, -0.0]
2020-11-11 [67107306.3, 0.5, -0.1] [30420440.8, 0.3, -0.1] [42299727.9, 0.2, 0.1] [21914775.9, 0.2, -0.0]
2020-11-12 [70796217.3, 0.5, -0.1] [31187224.9, 0.3, -0.1] [47135962.8, 0.2, 0.1] [22362033.9, 0.2, -0.0]
2020-11-13 [73060128.7, 0.4, -0.1] [31471873.0, 0.3, -0.1] [47862742.8, 0.2, 0.1] [22617124.7, 0.2, -0.0]
2020-11-16 [71391817.6, 0.4, -0.1] [31365416.3, 0.3, -0.1] [45035444.9, 0.2, 0.1] [20942903.3, 0.2, -0.0]
2020-11-17 [71960151.7, 0.5, -0.1] [29801961.3, 0.3, -0.1] [45524797.9, 0.2, 0.1] [21291350.4, 0.2, -0.0]
2020-11-18 [65871456.1, 0.5, -0.1] [27889890.6, 0.3, -0.1] [44699787.5, 0.2, 0.1] [21674235.4, 0.2, -0.0]
2020-11-19 [62755578.6, 0.5, -0.1] [25395498.0, 0.4, -0.1] [43049176.2, 0.2, 0.1] [20217120.1, 0.2, 0.0]
2020-11-20 [59594407.6, 0.5, -0.1] [24217109.6, 0.4, -0.0] [43123805.8, 0.2, 0.1] [20883311.9, 0.2, 0.0]
2020-11-23 [56673210.8, 0.5, -0.1] [25295493.6, 0.4, -0.1] [42865906.1, 0.2, 0.1] [20656474.1, 0.2, 0.0]
2020-11-24 [60733500.3, 0.5, -0.1] [25374617.8, 0.4, -0.1] [43330371.6, 0.2, 0.1] [20454211.2, 0.2, 0.0]
2020-11-25 [58963448.2, 0.5, -0.1] [25282945.3, 0.4, -0.1] [42445830.0, 0.3, 0.1] [20644689.5, 0.2, 0.0]
2020-11-27 [50502395.8, 0.6, -0.1] [25440513.6, 0.4, -0.1] [41515445.0, 0.3, 0.1] [19031936.0, 0.2, 0.1]
2020-11-30 [47526640.1, 0.5, 0.0] [25201545.4, 0.4, -0.1] [43241752.1, 0.3, 0.1] [19711667.1, 0.2, 0.1]
2020-12-01 [45637121.3, 0.5, 0.0] [27218230.8, 0.3, -0.1] [42945532.4, 0.3, 0.1] [19645502.8, 0.2, 0.1]
2020-12-02 [44654775.1, 0.5, 0.1] [26758657.8, 0.3, -0.1] [42792908.7, 0.3, 0.1] [19230718.2, 0.2, 0.1]
2020-12-03 [42780390.1, 0.5, 0.1] [26554162.2, 0.3, -0.1] [42798628.7, 0.3, 0.1] [19005399.2, 0.2, 0.1]
2020-12-04 [40905709.1, 0.5, 0.1] [26264851.1, 0.3, -0.1] [43524046.2, 0.3, 0.1] [19926084.6, 0.2, 0.1]
2020-12-07 [38870646.4, 0.5, 0.1] [25904783.7, 0.3, -0.1] [43410474.6, 0.3, 0.1] [19959173.0, 0.2, 0.1]
2020-12-08 [36861607.9, 0.5, 0.1] [25682430.1, 0.3, -0.1] [39268174.3, 0.3, 0.2] [19913275.5, 0.2, 0.1]
2020-12-09 [36062146.4, 0.5, 0.1] [25288339.4, 0.4, -0.1] [39037931.4, 0.3, 0.2] [19925855.4, 0.2, 0.1]
2020-12-10 [34895474.3, 0.5, 0.1] [24904629.5, 0.4, -0.1] [37445825.1, 0.3, 0.2] [20335629.2, 0.2, 0.1]
2020-12-11 [33881719.9, 0.5, 0.2] [23639157.1, 0.3, -0.0] [38318384.3, 0.3, 0.2] [20237717.5, 0.2, 0.1]
2020-12-14 [30757248.6, 0.5, 0.2] [24315277.9, 0.3, -0.0] [38093255.0, 0.3, 0.2] [20304108.0, 0.2, 0.1]
2020-12-15 [34351812.0, 0.5, 0.1] [23265361.0, 0.3, -0.0] [39474485.0, 0.3, 0.2] [20167853.9, 0.2, 0.1]
2020-12-16 [32641618.6, 0.5, 0.1] [23114460.4, 0.3, -0.0] [40423488.7, 0.3, 0.2] [20495038.9, 0.2, 0.1]
2020-12-17 [33542768.7, 0.5, 0.1] [23151039.0, 0.3, -0.0] [41112403.7, 0.3, 0.2] [20545216.0, 0.2, 0.1]
2020-12-18 [32205673.3, 0.5, 0.1] [23327951.3, 0.3, -0.0] [41712298.2, 0.3, 0.2] [19450834.0, 0.2, 0.1]
2020-12-21 [34098105.3, 0.5, 0.2] [24281148.8, 0.3, -0.0] [42101745.7, 0.3, 0.2] [19261736.2, 0.2, 0.1]
2020-12-22 [34340101.9, 0.4, 0.2] [25845808.7, 0.3, -0.0] [43808908.1, 0.3, 0.2] [18548703.7, 0.2, 0.1]
2020-12-23 [33355874.6, 0.5, 0.1] [27350999.2, 0.3, -0.1] [43862774.1, 0.3, 0.2] [17983158.7, 0.2, 0.1]
2020-12-24 [30707850.0, 0.5, 0.1] [26893269.7, 0.3, -0.1] [44677578.1, 0.3, 0.2] [17869749.1, 0.2, 0.1]
2020-12-28 [26955511.8, 0.5, 0.2] [24827809.1, 0.3, -0.1] [41080281.3, 0.3, 0.2] [17247854.1, 0.2, 0.1]
2020-12-29 [35278812.4, 0.5, 0.1] [25331278.1, 0.3, -0.1] [41530832.8, 0.3, 0.2] [17220464.1, 0.2, 0.1]
2020-12-30 [35382252.8, 0.5, 0.1] [24984909.7, 0.3, -0.0] [40584796.9, 0.3, 0.2] [16108256.6, 0.3, 0.1]
for year in [2019,2020]:
tx = pd.concat(squared_error[str(year)+" MSE"],axis=1)
for ticker in tickers_list:
colnames= [col for col in tx.columns if ticker in col]
tx_ = tx[colnames].copy()
tx_.columns = ['10-day window','30-day window','60-day window']
ty = tx_.copy()
tx_ = tx_.groupby(pd.Grouper(freq='M')).mean()
tx_ = tx_.rename(index=lambda x: x.strftime('%B'))
tx_.plot(kind='bar',title=ticker+": Mean-squared error by month in "+str(year), figsize=(6,3))
holidays_list_ = pd.to_datetime(banking_holidays)
ty_holidays = ty.loc[ty.index.isin(holidays_list_)]
ty_working = ty[~ty.index.isin(holidays_list_)]
holidays = ty_holidays.mean(axis=0).to_frame()
holidays.columns = ['Holidays']
working = ty_working.mean(axis=0).to_frame()
working.columns = ['Business Days']
pd.concat([holidays,working],axis=1).T.plot(kind='barh',title=ticker+": Mean-squared error by business-days & holidays in "+str(year), figsize=(6,3))
4. (30 pts) Propose a method to improve volume prediction for banking holidays - you might need to use data for 2016, 2017 and 2018 (and, perhaps, even earlier) for that. Repeat the mean square error analysis and justify why the method that you are proposing is superior to the above.
5. (10 bonus points) Use neural networks to improve daily volume forecast above. Training neural networks can be expensive, therefore, for the purpose of current exercise, we might not need to consider the entire two-year time period - pick a month or two and focus on improving forecast over classic time series models for that time period. When presenting your results, elaborate on the neural network architecture used, training data (eg., the choice of the size of training data), training details (hyperparameters used, etc), training loss, etc. Visualizations will be helpful. Were you able to "beat" the benchmark in prior exercise in terms of prediction error?